[{"data":1,"prerenderedAt":1223},["ShallowReactive",2],{"practiceExams":3,"practice-exams-\u002Fpractice-exams\u002Faws-certified-solutions-architect-associate":153,"practice-exam-\u002Fpractice-exams\u002Faws-certified-solutions-architect-associate":196,"courses-\u002Fpractice-exams\u002Faws-certified-solutions-architect-associate":1109,"practice-exam-concepts-\u002Fpractice-exams\u002Faws-certified-solutions-architect-associate":1152},[4,17,28,39,49,59,70,80,90,101,111,122,134,145],{"id":5,"slug":6,"description":7,"questionCount":8,"isActive":9,"datePublicModified":10,"difficulty":11,"examVersion":16},1,"aws-certified-solutions-architect-associate-saa-c03","Unlock your potential with the AWS Certified Solutions Architect - Associate Practice Exam Simulator. This comprehensive tool is designed to prepare you thoroughly and assess your readiness for the most sought-after AWS associate certification.",1203,true,"2026-10-30T00:00:00.000Z",{"title":12,"subtitle":13,"slug":14,"coverImageUrl":15},"AWS Certified Solutions Architect - Associate","SAA-C03","aws-certified-solutions-architect-associate","\u002Fimages\u002Fdifficulties\u002Faws-certified-solutions-architect-associatesaa-c03\u002Fcovers\u002Faws-SAA-C03.png",{"slug":6,"pageSlug":14},{"id":18,"slug":19,"description":20,"questionCount":21,"isActive":9,"datePublicModified":10,"difficulty":22,"examVersion":27},5,"aws-certified-cloud-practitioner-clf-c02","Master your AWS Certified Cloud Practitioner exam with our Practice Exam Simulator. Prepare effectively and assess your readiness with realistic practice exams designed to mirror the most popular official AWS exam.",937,{"title":23,"subtitle":24,"slug":25,"coverImageUrl":26},"AWS Certified Cloud Practitioner","CLF-C02","aws-certified-cloud-practitioner","\u002Fimages\u002Fdifficulties\u002Faws-certified-cloud-practitionerclf-c02\u002Fcovers\u002Faws-CLF-C02.png",{"slug":19,"pageSlug":25},{"id":29,"slug":30,"description":31,"questionCount":32,"isActive":9,"datePublicModified":10,"difficulty":33,"examVersion":38},8,"aws-certified-devops-engineer-professional-dop-c02","Boost your readiness for the AWS Certified DevOps Engineer - Professional (DOP-C02) exam with our practice exam simulator. Featuring realistic questions and detailed explanations, it helps you identify knowledge gaps and improve your skills.",1040,{"title":34,"subtitle":35,"slug":36,"coverImageUrl":37},"AWS Certified DevOps Engineer - Professional","DOP-C02","aws-certified-devops-engineer-professional","",{"slug":30,"pageSlug":36},{"id":40,"slug":41,"description":42,"questionCount":43,"isActive":9,"datePublicModified":10,"difficulty":44,"examVersion":48},9,"aws-certified-data-engineer-associate-dea-c01","Prepare for your AWS Certified Data Engineer - Associate exam with our practice exam simulator. Featuring real exam scenarios, detailed explanations, and instant feedback to boost your confidence and success rate.",891,{"title":45,"subtitle":46,"slug":47,"coverImageUrl":37},"AWS Certified Data Engineer - Associate","DEA-C01","aws-certified-data-engineer-associate",{"slug":41,"pageSlug":47},{"id":50,"slug":51,"description":52,"questionCount":53,"isActive":9,"datePublicModified":10,"difficulty":54,"examVersion":58},11,"aws-certified-ai-practitioner-aif-c01","Prepare for the AWS Certified AI Practitioner exam with our practice exam simulator. Realistic questions on AI, machine learning and generative AI fundamentals, with detailed explanations, help you find your knowledge gaps and assess your readiness.",928,{"title":55,"subtitle":56,"slug":57,"coverImageUrl":37},"AWS Certified AI Practitioner","AIF-C01","aws-certified-ai-practitioner",{"slug":51,"pageSlug":57},{"id":60,"slug":61,"description":62,"questionCount":63,"isActive":9,"datePublicModified":64,"difficulty":65,"examVersion":69},17,"aws-certified-generative-ai-developer-professional-aip-c01","Get ready for the AWS Certified Generative AI Developer - Professional exam with our practice exam simulator. Realistic scenario-based questions with detailed explanations help you assess your readiness to build generative AI solutions on AWS.",982,"2026-10-29T00:00:00.000Z",{"title":66,"subtitle":67,"slug":68,"coverImageUrl":37},"AWS Certified Generative AI Developer - Professional","AIP-C01","aws-certified-generative-ai-developer-professional",{"slug":61,"pageSlug":68},{"id":71,"slug":72,"description":73,"questionCount":74,"isActive":9,"datePublicModified":64,"difficulty":75,"examVersion":79},19,"aws-certified-machine-learning-engineer-associate-mla-c02","Prepare for the AWS Certified Machine Learning Engineer - Associate exam with our practice exam simulator. Realistic questions with detailed explanations help you find your knowledge gaps and assess your readiness to build and run ML workloads on AWS.",861,{"title":76,"subtitle":77,"slug":78,"coverImageUrl":37},"AWS Certified Machine Learning Engineer - Associate","MLA-C02","aws-certified-machine-learning-engineer-associate",{"slug":72,"pageSlug":78},{"id":81,"slug":82,"description":83,"questionCount":84,"isActive":9,"datePublicModified":64,"difficulty":85,"examVersion":89},21,"aws-certified-cloudops-engineer-associate-soa-c03","Prepare for the AWS Certified CloudOps Engineer - Associate exam with our practice exam simulator. Realistic questions with detailed explanations help you assess your readiness to deploy, operate and troubleshoot workloads on AWS.",862,{"title":86,"subtitle":87,"slug":88,"coverImageUrl":37},"AWS Certified CloudOps Engineer - Associate","SOA-C03","aws-certified-cloudops-engineer-associate",{"slug":82,"pageSlug":88},{"id":91,"slug":92,"description":93,"questionCount":94,"isActive":9,"datePublicModified":64,"difficulty":95,"examVersion":100},13,"aws-certified-security-specialty-scs-c03","Advance your career in cloud security with the AWS Certified Security - Specialty (SCS-C03) Exam Simulator. Realistic, scenario-based practice exams mirror the official exam, with detailed explanations to close your knowledge gaps.",864,{"title":96,"subtitle":97,"slug":98,"coverImageUrl":99},"AWS Certified Security - Specialty","SCS-C03","aws-certified-security-specialty","\u002Fimages\u002Fdifficulties\u002Faws-certified-security-specialtyscs-c02\u002Fcovers\u002Faws_SCS_c02.png",{"slug":92,"pageSlug":98},{"id":102,"slug":103,"description":104,"questionCount":105,"isActive":9,"datePublicModified":64,"difficulty":106,"examVersion":110},15,"aws-certified-ai-business-strategist-aib-c01","Prepare for the AWS Certified AI Business Strategist exam with our practice exam simulator. Realistic, scenario-based questions with detailed explanations help you assess your readiness to lead AI adoption on AWS and close your knowledge gaps.",848,{"title":107,"subtitle":108,"slug":109,"coverImageUrl":37},"AWS Certified AI Business Strategist","AIB-C01","aws-certified-ai-business-strategist",{"slug":103,"pageSlug":109},{"id":112,"slug":113,"description":114,"questionCount":115,"isActive":9,"datePublicModified":116,"difficulty":117,"examVersion":121},10,"aws-certified-advanced-networking-specialty-ans-c01","The AWS Certified Advanced Networking - Specialty practice exam simulates the real test, offering scenario-based questions that assess your ability to design, implement, and troubleshoot complex AWS networking solutions. ",681,"2024-11-13T00:00:00.000Z",{"title":118,"subtitle":119,"slug":120,"coverImageUrl":37},"AWS Certified Advanced Networking - Specialty","ANS-C01","aws-certified-advanced-networking-specialty",{"slug":113,"pageSlug":120},{"id":123,"slug":124,"description":125,"questionCount":126,"isActive":9,"datePublicModified":127,"difficulty":128,"examVersion":133},4,"aws-certified-developer-associate-dva-c02","Unlock your potential as a software developer with the AWS Certified Developer - Associate Exam Simulator! Prepare thoroughly with realistic practice exams designed to mirror the official exam.",399,"2024-06-06T00:00:00.000Z",{"title":129,"subtitle":130,"slug":131,"coverImageUrl":132},"AWS Certified Developer - Associate","DVA-C02","aws-certified-developer-associate","\u002Fimages\u002Fdifficulties\u002Faws-certified-developer-associatedva-c02\u002Fcovers\u002Faws-DVA-C02.png",{"slug":124,"pageSlug":131},{"id":135,"slug":136,"description":137,"questionCount":138,"isActive":9,"datePublicModified":127,"difficulty":139,"examVersion":144},6,"aws-certified-solutions-architect-professional-sap-c02","Elevate your career with the AWS Certified Solutions Architect - Professional Exam Simulator. Get ready to ace the most popular Professional AWS exam with our realistic practice exams. Assess your readiness, boost your confidence, and ensure your success.",789,{"title":140,"subtitle":141,"slug":142,"coverImageUrl":143},"AWS Certified Solutions Architect - Professional","SAP-C02","aws-certified-solutions-architect-professional","\u002Fimages\u002Fdifficulties\u002Faws-certified-solutions-architect-professionalsap-c02\u002Fcovers\u002Faws-SAP-C02.png",{"slug":136,"pageSlug":142},{"id":146,"slug":147,"description":148,"questionCount":149,"isActive":9,"datePublicModified":127,"difficulty":150,"examVersion":151},7,"aws-certified-security-specialty-scs-c02","Advance your career in cloud cybersecurity with the AWS Certified Security - Specialty Exam Simulator! Tailored for professionals, this tool offers realistic practice exams to mirror the official exam.",5431,{"title":96,"subtitle":97,"slug":98,"coverImageUrl":99},{"slug":147,"pageSlug":152},null,[154,157,160,163,166,169,172,175,178,181,184,187,190,193],{"id":50,"slug":51,"description":52,"questionCount":53,"isActive":9,"datePublicModified":10,"difficulty":155,"examVersion":156},{"title":55,"subtitle":56,"slug":57,"coverImageUrl":37},{"slug":51,"pageSlug":57},{"id":5,"slug":6,"description":7,"questionCount":8,"isActive":9,"datePublicModified":10,"difficulty":158,"examVersion":159},{"title":12,"subtitle":13,"slug":14,"coverImageUrl":15},{"slug":6,"pageSlug":14},{"id":18,"slug":19,"description":20,"questionCount":21,"isActive":9,"datePublicModified":10,"difficulty":161,"examVersion":162},{"title":23,"subtitle":24,"slug":25,"coverImageUrl":26},{"slug":19,"pageSlug":25},{"id":29,"slug":30,"description":31,"questionCount":32,"isActive":9,"datePublicModified":10,"difficulty":164,"examVersion":165},{"title":34,"subtitle":35,"slug":36,"coverImageUrl":37},{"slug":30,"pageSlug":36},{"id":40,"slug":41,"description":42,"questionCount":43,"isActive":9,"datePublicModified":10,"difficulty":167,"examVersion":168},{"title":45,"subtitle":46,"slug":47,"coverImageUrl":37},{"slug":41,"pageSlug":47},{"id":91,"slug":92,"description":93,"questionCount":94,"isActive":9,"datePublicModified":64,"difficulty":170,"examVersion":171},{"title":96,"subtitle":97,"slug":98,"coverImageUrl":99},{"slug":92,"pageSlug":98},{"id":102,"slug":103,"description":104,"questionCount":105,"isActive":9,"datePublicModified":64,"difficulty":173,"examVersion":174},{"title":107,"subtitle":108,"slug":109,"coverImageUrl":37},{"slug":103,"pageSlug":109},{"id":60,"slug":61,"description":62,"questionCount":63,"isActive":9,"datePublicModified":64,"difficulty":176,"examVersion":177},{"title":66,"subtitle":67,"slug":68,"coverImageUrl":37},{"slug":61,"pageSlug":68},{"id":71,"slug":72,"description":73,"questionCount":74,"isActive":9,"datePublicModified":64,"difficulty":179,"examVersion":180},{"title":76,"subtitle":77,"slug":78,"coverImageUrl":37},{"slug":72,"pageSlug":78},{"id":81,"slug":82,"description":83,"questionCount":84,"isActive":9,"datePublicModified":64,"difficulty":182,"examVersion":183},{"title":86,"subtitle":87,"slug":88,"coverImageUrl":37},{"slug":82,"pageSlug":88},{"id":112,"slug":113,"description":114,"questionCount":115,"isActive":9,"datePublicModified":116,"difficulty":185,"examVersion":186},{"title":118,"subtitle":119,"slug":120,"coverImageUrl":37},{"slug":113,"pageSlug":120},{"id":123,"slug":124,"description":125,"questionCount":126,"isActive":9,"datePublicModified":127,"difficulty":188,"examVersion":189},{"title":129,"subtitle":130,"slug":131,"coverImageUrl":132},{"slug":124,"pageSlug":131},{"id":135,"slug":136,"description":137,"questionCount":138,"isActive":9,"datePublicModified":127,"difficulty":191,"examVersion":192},{"title":140,"subtitle":141,"slug":142,"coverImageUrl":143},{"slug":136,"pageSlug":142},{"id":146,"slug":147,"description":148,"questionCount":149,"isActive":9,"datePublicModified":127,"difficulty":194,"examVersion":195},{"title":96,"subtitle":97,"slug":98,"coverImageUrl":99},{"slug":147,"pageSlug":152},{"id":5,"slug":6,"description":7,"content":197,"formalQuestionCount":198,"minQuestionCount":5,"maxQuestionCount":199,"formalTimeLimitCount":200,"minTimeLimitCount":112,"maxTimeLimitCount":201,"passingScore":202,"questionCount":8,"isActive":9,"dateCreated":203,"dateModified":204,"datePublicModified":10,"difficulty":205,"examVersion":1107,"tags":1108,"previousExamVersion":152,"newerExamVersion":152},"\u003Cp>\u003Cspan class=\"text-big\">The AWS Certified Solutions Architect - Associate exam's difficulty is significantly influenced by the extensive scope of topics it covers. This wide-ranging content demands a thorough understanding of many AWS services and their integration, which can be daunting, especially for those new to AWS or cloud computing.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp> \u003C\u002Fp>\u003Cp>\u003Cspan class=\"text-big\">The exam covers key areas including compute, storage, databases, networking, security, and application architecture. For compute, you need to understand services like EC2, which involves knowledge of instance types, pricing models, and scaling strategies. You must also be familiar with Lambda, which introduces a serverless paradigm that requires a different approach to architecture and deployment compared to traditional server-based models.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp> \u003C\u002Fp>\u003Cp>\u003Cspan class=\"text-big\">Storage is another critical domain, with services like S3 and EBS. Understanding S3 includes grasping its storage classes, bucket policies, and lifecycle management, while EBS requires knowledge of volume types, performance characteristics, and backup solutions. Databases on AWS span both relational (RDS) and non-relational (DynamoDB) systems, each with its own configuration, scaling, and maintenance considerations.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp> \u003C\u002Fp>\u003Cp>\u003Cspan class=\"text-big\">Networking on AWS involves VPC, subnets, routing tables, and gateways, which are foundational to designing secure and efficient cloud architectures. You must understand how to set up and manage these components to ensure proper isolation, connectivity, and security. Security itself is a vast topic, covering IAM (Identity and Access Management), encryption, and compliance requirements. Mastery of these elements is crucial, as security misconfigurations can lead to vulnerabilities.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp> \u003C\u002Fp>\u003Cp>\u003Cspan class=\"text-big\">The application architecture domain requires knowledge of how to design distributed systems that are highly available, fault-tolerant, and scalable. This involves using load balancers, auto-scaling groups, and designing stateless applications. Moreover, understanding the cost implications of architectural decisions is vital for optimizing performance while managing expenses.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan class=\"text-big\">The interrelated nature of these topics adds to the complexity. For instance, designing a fault-tolerant application involves not just compute and storage considerations but also networking and security configurations. \u003C\u002Fspan>\u003C\u002Fp>\u003Cp> \u003C\u002Fp>\u003Cp>\u003Cspan class=\"text-big\">Effective preparation for the exam requires an integrated understanding of how these services work together to build robust, efficient, and secure solutions.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan class=\"text-big\">The breadth and depth of knowledge required across these domains, coupled with the need to stay updated with AWS’s frequent service updates and enhancements, contribute significantly to the exam's difficulty. \u003C\u002Fspan>\u003C\u002Fp>",65,75,130,200,72,"2024-02-29T16:15:22.119Z","2026-10-30T00:08:13.000Z",{"id":5,"title":12,"subtitle":13,"rating":206,"slug":14,"guideUrl":207,"categories":208,"services":371},3.5,"https:\u002F\u002Fd1.awsstatic.com\u002Ftraining-and-certification\u002Fdocs-sa-assoc\u002FAWS-Certified-Solutions-Architect-Associate_Exam-Guide.pdf",[209,249,283,329],{"id":210,"title":211,"subtitle":152,"description":152,"content":152,"coverImageUrl":152,"weight":212,"subcategories":213},54,"Design Secure Architectures",30,[214,241,245],{"id":215,"title":216,"subtitle":152,"description":152,"questions":217},216,"Design secure access to AWS resources",[218],{"id":219,"subcategoryId":215,"content":220,"hint":221,"type":222,"isPublic":9,"answers":223},41457,"A company uses a customer managed symmetric AWS KMS key to encrypt sensitive application records. An application uses an IAM role to call the KMS Decrypt API directly. The role's identity-based policy allows kms:Decrypt on the key, but requests fail with AccessDeniedException.\n\nThe key policy grants a security administrator role permission to manage the key. It does not grant cryptographic permissions, enable IAM policies to authorize key access, or name the application role. No KMS grants or explicit denies apply.\n\nThe company must allow the application to decrypt records without allowing it to administer the key or allowing the security administrator to decrypt records. Which change meets these requirements?","Consider whether the application's IAM permission is sufficient under the key's current authorization configuration.","single",[224,229,233,237],{"id":225,"questionId":219,"content":226,"hint":227,"isCorrect":228,"position":152,"matchAnswerId":152},186563,"Add kms:Decrypt to the security administrator role's existing statement in the key policy, leaving the application's IAM policy unchanged.","Permissions granted to the security administrator role do not authorize requests made by the application role. This change would also let the administrator decrypt records, violating the separation-of-duties requirement.",false,{"id":230,"questionId":219,"content":231,"hint":232,"isCorrect":228,"position":152,"matchAnswerId":152},186564,"Add an inline policy to the application role that allows kms:* on the existing key.","Broader identity-based permissions do not resolve the missing key-policy authorization. The key policy neither authorizes the application role directly nor enables IAM policies to authorize access. This change also includes unnecessary administrative permissions.",{"id":234,"questionId":219,"content":235,"hint":236,"isCorrect":228,"position":152,"matchAnswerId":152},186565,"Add a statement to the key policy that allows the application role to perform kms:DescribeKey and kms:GetKeyPolicy, leaving its existing IAM policy unchanged.","These permissions allow the application to inspect key metadata and policy but do not authorize decryption. The role's existing IAM permission for kms:Decrypt remains ineffective because the key policy does not enable IAM authorization for that operation.",{"id":238,"questionId":219,"content":239,"hint":240,"isCorrect":9,"position":152,"matchAnswerId":152},186566,"Add a statement to the key policy that allows the application role to perform kms:Decrypt, leaving the administrator's existing permissions unchanged.","A KMS key policy can directly authorize an IAM role in the same account to use the key. Granting only kms:Decrypt to the application role enables the required operation while preserving the separation between key administration and cryptographic use.",{"id":242,"title":243,"subtitle":152,"description":152,"questions":244},217,"Design secure workloads and applications",[],{"id":246,"title":247,"subtitle":152,"description":152,"questions":248},218,"Determine appropriate data security controls",[],{"id":250,"title":251,"subtitle":152,"description":152,"content":152,"coverImageUrl":152,"weight":252,"subcategories":253},55,"Design Resilient Architectures",26,[254,279],{"id":255,"title":256,"subtitle":152,"description":152,"questions":257},219,"Design scalable and loosely coupled architectures",[258],{"id":259,"subcategoryId":255,"content":260,"hint":261,"type":222,"isPublic":9,"answers":262},41547,"An engineering company receives diagnostic bundles that contain 5–20 MiB of already-compressed data. An ingestion service must acknowledge each submission after durably accepting it, without waiting for analysis. A fleet of workers analyzes bundles independently and can be unavailable for up to 72 hours. Accepted bundles must remain available for at least 7 days, and unfinished analysis must be retried if a worker crashes. Workers already handle duplicate jobs safely, and processing order is not important.\n\nWhich solution meets these requirements with the least operational overhead?","Separate storage of the large data from delivery of the work notification, and consider when a worker should acknowledge completion.",[263,267,271,275],{"id":264,"questionId":259,"content":265,"hint":266,"isCorrect":228,"position":152,"matchAnswerId":152},186951,"Send each complete diagnostic bundle as a message to an Amazon SQS standard queue with a 7-day retention period. Have workers delete messages after successful analysis.","The queue provides buffering and retries, but a 5–20 MiB bundle exceeds the maximum SQS message size of 1 MiB. Increasing message retention does not increase the message size limit.",{"id":268,"questionId":259,"content":269,"hint":270,"isCorrect":9,"position":152,"matchAnswerId":152},186952,"Store each bundle in Amazon S3 and send its object reference and job ID to an Amazon SQS standard queue with a 7-day retention period. Acknowledge the submission after both operations succeed. Retain the object for at least 7 days, and have workers delete the message only after successful analysis, maintaining visibility while processing.","S3 stores the large payload while SQS durably buffers a small work message. This decouples ingestion from worker availability. Retaining both the object and message supports the outage requirement. Deleting the message only after success allows an unfinished job to become available again if its worker crashes.",{"id":272,"questionId":259,"content":273,"hint":274,"isCorrect":228,"position":152,"matchAnswerId":152},186953,"Store each bundle in Amazon S3 and publish its object reference to Amazon EventBridge. Route events directly to a worker HTTPS endpoint through an API destination, with a maximum event age of 24 hours and no dead-letter queue.","The payload reference avoids message size issues, but delivery retries expire after 24 hours. A 72-hour worker outage can therefore cause work notifications to be discarded, leaving accepted bundles without pending analysis jobs.",{"id":276,"questionId":259,"content":277,"hint":278,"isCorrect":228,"position":152,"matchAnswerId":152},186954,"Store each bundle in Amazon S3 and send its object reference to an Amazon SQS standard queue with a 7-day retention period. Have each worker delete the message immediately after receiving it and then download and analyze the bundle.","Deleting the message before analysis finishes removes the queue's ability to retry that job. If a worker crashes after deletion, the bundle remains in S3 but no queued message remains to trigger another analysis attempt.",{"id":280,"title":281,"subtitle":152,"description":152,"questions":282},220,"Design highly available and\u002For fault-tolerant architectures",[],{"id":284,"title":285,"subtitle":152,"description":152,"content":152,"coverImageUrl":152,"weight":286,"subcategories":287},56,"Design High-Performing Architectures",24,[288,292,296,300,304],{"id":289,"title":290,"subtitle":152,"description":152,"questions":291},221,"Determine high-performing and\u002For scalable storage solutions",[],{"id":293,"title":294,"subtitle":152,"description":152,"questions":295},222,"Design high-performing and elastic compute solutions",[],{"id":297,"title":298,"subtitle":152,"description":152,"questions":299},223,"Determine high-performing database solutions",[],{"id":301,"title":302,"subtitle":152,"description":152,"questions":303},224,"Determine high-performing and\u002For scalable network architectures",[],{"id":305,"title":306,"subtitle":152,"description":152,"questions":307},225,"Determine high-performing data ingestion and transformation solutions",[308],{"id":309,"subcategoryId":305,"content":310,"hint":311,"type":222,"isPublic":9,"answers":312},41703,"A company has hundreds of tables in an Amazon S3 data lake cataloged in the AWS Glue Data Catalog. Analysts query the tables through Amazon Athena. The lake already enforces centrally managed permissions, and analysts cannot read the S3 objects directly. No existing grants give analysts access to the tables.\n\nAn ingestion workflow assigns each new table a department and a sensitivity classification. Finance analysts must automatically receive query access to tables classified as both department=finance and sensitivity=internal, including tables created in the future. They must not receive access to other tables. Administrators want to avoid maintaining individual table grants.\n\nWhich solution meets these requirements with the LEAST ongoing administrative effort?","Consider which authorization mechanism can evaluate a combination of metadata classifications across both existing and newly created tables.",[313,317,321,325],{"id":314,"questionId":309,"content":315,"hint":316,"isCorrect":228,"position":152,"matchAnswerId":152},187629,"Apply department and sensitivity AWS resource tags to the Glue tables. Attach an IAM policy to the finance analyst role that allows glue:GetTable and glue:GetPartitions only when aws:ResourceTag conditions match finance and internal.","Glue metadata API permissions are not Lake Formation SELECT permissions. Restricting metadata access with IAM does not grant query access to governed table data or implement the required Lake Formation authorization. Ordinary AWS resource tags are also distinct from LF-Tags.",{"id":318,"questionId":309,"content":319,"hint":320,"isCorrect":228,"position":152,"matchAnswerId":152},187630,"Register the finance data's S3 location with AWS Lake Formation. Grant the finance analyst role DATA_LOCATION_ACCESS on that location and DESCRIBE on tables classified as internal.","DATA_LOCATION_ACCESS controls the ability to create or alter catalog resources that point to a registered location; it does not authorize reading the data. DESCRIBE permits metadata visibility, not SELECT queries, so these grants do not meet the query-access requirement.",{"id":322,"questionId":309,"content":323,"hint":324,"isCorrect":9,"position":152,"matchAnswerId":152},187631,"Define department and sensitivity as AWS Lake Formation LF-Tags and have the ingestion workflow assign the appropriate values to each table. Grant the finance analyst role SELECT through an LF-Tag expression that requires department=finance AND sensitivity=internal.","Lake Formation tag-based access control grants permissions based on LF-Tag expressions. The expression requires both classifications to match, so it covers eligible existing tables and future tables when the workflow assigns their tags, without individual table grants.",{"id":326,"questionId":309,"content":327,"hint":328,"isCorrect":228,"position":152,"matchAnswerId":152},187632,"Use AWS Lake Formation named-resource permissions to grant SELECT on all tables in the database to the finance analyst role. Use the ingestion workflow's sensitivity classifications to identify tables that analysts should avoid querying.","Granting SELECT on all tables authorizes access beyond the required department and sensitivity combination. Metadata classifications alone do not restrict queries, and asking analysts to avoid certain tables does not enforce the requirement.",{"id":330,"title":331,"subtitle":152,"description":152,"content":152,"coverImageUrl":152,"weight":332,"subcategories":333},57,"Design Cost-Optimized Architectures",20,[334,338,363,367],{"id":335,"title":336,"subtitle":152,"description":152,"questions":337},226,"Design cost-optimized storage solutions",[],{"id":339,"title":340,"subtitle":152,"description":152,"questions":341},227,"Design cost-optimized compute solutions",[342],{"id":343,"subcategoryId":339,"content":344,"hint":345,"type":222,"isPublic":9,"answers":346},41752,"A company is designing the compute tier for an internal reporting application on Amazon EC2. The business requires 99.9% time-based availability during each 30-day month, measured continuously from the user's perspective. Planned maintenance counts as downtime. There is no separate requirement for uninterrupted service during an Availability Zone failure.\n\nThe application stores its state outside the instances. Failure testing and operational modeling produce the monthly downtime estimates in the proposed designs below, including maintenance and recovery. The company has approved these estimates for architecture planning. All designs use the same instance type and maintain their stated instance count continuously. Costs outside EC2 compute are identical.\n\nWhich design meets the availability objective at the LOWEST EC2 compute cost?","Calculate the downtime permitted in a 30-day month, including maintenance. Then compare only the designs that stay within that budget.",[347,351,355,359],{"id":348,"questionId":343,"content":349,"hint":350,"isCorrect":9,"position":152,"matchAnswerId":152},187842,"Run one instance in an EC2 Auto Scaling group with desired capacity 1, automatic replacement of unhealthy instances, and automated maintenance. Estimated total downtime is 35 minutes per month.","A 30-day month contains 43,200 minutes. An availability objective of 99.9% permits 43.2 minutes of downtime. The estimated 35 minutes stays within this budget while requiring only one continuously running instance. Additional redundancy is not required by the stated business requirements.",{"id":352,"questionId":343,"content":353,"hint":354,"isCorrect":228,"position":152,"matchAnswerId":152},187843,"Run two instances across two Availability Zones behind a load balancer, with automated replacement and rolling maintenance. Estimated total downtime is 12 minutes per month.","This design meets the availability objective, but it continuously runs two instances. The single-instance design with automated replacement also meets the objective and has lower compute cost.",{"id":356,"questionId":343,"content":357,"hint":358,"isCorrect":228,"position":152,"matchAnswerId":152},187844,"Run one standalone instance with monitoring, manual recovery, and scheduled maintenance. Estimated total downtime is 55 minutes per month, including 20 minutes of planned maintenance.","The objective permits only 43.2 minutes of total downtime. All 55 minutes must be counted because the business explicitly includes planned maintenance. Excluding maintenance would incorrectly make this design appear to meet the objective.",{"id":360,"questionId":343,"content":361,"hint":362,"isCorrect":228,"position":152,"matchAnswerId":152},187845,"Run three instances across three Availability Zones behind a load balancer, with automated replacement and rolling maintenance. Estimated total downtime is 3 minutes per month.","This design provides more availability than required but incurs the compute cost of three continuously running instances. The business objective can be met with the less expensive single-instance Auto Scaling design.",{"id":364,"title":365,"subtitle":152,"description":152,"questions":366},228,"Design cost-optimized database solutions",[],{"id":368,"title":369,"subtitle":152,"description":152,"questions":370},229,"Design cost-optimized network architectures",[],[372,377,383,389,394,399,404,409,414,419,425,430,436,441,446,452,458,463,469,474,480,485,491,497,503,509,515,521,527,533,539,545,551,556,561,566,571,577,583,589,595,601,607,612,618,624,630,636,641,647,653,659,665,671,677,683,689,695,701,707,713,719,725,731,737,743,749,755,761,767,773,779,785,791,797,803,809,815,821,827,833,839,845,851,857,863,868,874,880,886,891,897,903,909,915,921,927,933,939,945,951,957,963,969,975,981,987,993,999,1005,1011,1017,1023,1029,1035,1041,1047,1053,1059,1065,1071,1077,1083,1089,1095,1101],{"id":5,"title":373,"description":374,"slug":375,"coverImageUrl":376},"Amazon Athena","Amazon Athena is a query service for analyzing data in Amazon S3 using SQL, allowing direct data analysis in S3 without loading it into databases or warehouses.","amazon-athena","\u002Fimages\u002Fprovider-services\u002Famazon-athena\u002Fcovers\u002FArch_Amazon-Athena_64.png",{"id":378,"title":379,"description":380,"slug":381,"coverImageUrl":382},2,"AWS Data Exchange","AWS Data Exchange offers a secure, centralized marketplace for users to find, subscribe to, and manage third-party data within the AWS cloud, facilitating easy data integration and automated updates.","aws-data-exchange","\u002Fimages\u002Fprovider-services\u002Faws-data-exchange\u002Fcovers\u002FArch_AWS-Data-Exchange_64.png",{"id":384,"title":385,"description":386,"slug":387,"coverImageUrl":388},3,"AWS Data Pipeline","AWS Data Pipeline is a web service that automates the movement and processing of large amounts of data, enabling the design of data-driven workflows that manage tasks and dependencies across AWS and on-premises data sources at scheduled intervals.","aws-data-pipeline","\u002Fimages\u002Fprovider-services\u002Faws-data-pipeline\u002Fcovers\u002FArch_AWS-Data-Pipeline_64.png",{"id":123,"title":390,"description":391,"slug":392,"coverImageUrl":393},"Amazon EMR","Amazon EMR is a managed AWS service for large-scale data processing with frameworks like Hadoop and Spark, offering petabyte-scale analytics on a scalable infrastructure at a lower cost than owning Hadoop clusters.","amazon-emr","\u002Fimages\u002Fprovider-services\u002Famazon-emr\u002Fcovers\u002FArch_Amazon-EMR_64.png",{"id":18,"title":395,"description":396,"slug":397,"coverImageUrl":398},"AWS Glue","AWS Glue is a fully managed extract, transform, and load (ETL) service that simplifies data preparation and loading for analytics for both customers and users.","aws-glue","\u002Fimages\u002Fprovider-services\u002Faws-glue\u002Fcovers\u002FArch_AWS-Glue_64.png",{"id":135,"title":400,"description":401,"slug":402,"coverImageUrl":403},"Amazon Kinesis","Amazon Kinesis is a cloud-based service from Amazon Web Services that enables real-time processing of streaming data at large scale.","amazon-kinesis","\u002Fimages\u002Fprovider-services\u002Famazon-kinesis\u002Fcovers\u002FArch_Amazon-Kinesis_64.png",{"id":29,"title":405,"description":406,"slug":407,"coverImageUrl":408},"AWS Lake Formation","AWS Lake Formation is a service by Amazon Web Services that simplifies the process of building, securing, and managing data lakes by automating much of the manual and time-consuming tasks involved, such as data ingestion, cleaning, cataloging, and securing.","aws-lake-formation","\u002Fimages\u002Fprovider-services\u002Faws-lake-formation\u002Fcovers\u002FArch_AWS-Lake-Formation_64.png",{"id":112,"title":410,"description":411,"slug":412,"coverImageUrl":413},"Amazon Managed Streaming for Apache Kafka","Amazon Managed Streaming for Apache Kafka (Amazon MSK) is a fully managed service that enables you to build and run applications that use Apache Kafka to process streaming data without having to manage the Kafka infrastructure.","amazon-managed-streaming-for-apache-kafka","\u002Fimages\u002Fprovider-services\u002Famazon-managed-streaming-for-apache-kafka\u002Fcovers\u002FArch_Amazon-Managed-Streaming-for-Apache-Kafka_64.png",{"id":50,"title":415,"description":416,"slug":417,"coverImageUrl":418},"Amazon OpenSearch Service","Amazon OpenSearch Service is a scalable and fully managed search and analytics service powered by the open source Elasticsearch and OpenSearch engines, designed for real-time application monitoring, log analytics, and search functionality.","amazon-opensearch-service","\u002Fimages\u002Fprovider-services\u002Famazon-opensearch-service\u002Fcovers\u002FArch_Amazon-OpenSearch-Service_64.png",{"id":420,"title":421,"description":422,"slug":423,"coverImageUrl":424},12,"Amazon Redshift","Amazon Redshift is a fully managed, petabyte-scale data warehouse service in the cloud from Amazon Web Services (AWS), designed for large scale data set storage and analysis.","amazon-redshift","\u002Fimages\u002Fprovider-services\u002Famazon-redshift\u002Fcovers\u002FArch_Amazon-Redshift_64.png",{"id":91,"title":426,"description":427,"slug":428,"coverImageUrl":429},"Amazon QuickSight","Amazon Quick Sight delivers AI-powered business intelligence capabilities within Amazon Quick, turning enterprise data into insights and connecting dashboard exploration with research and automation.","amazon-quicksight","\u002Fimages\u002Fprovider-services\u002Famazon-quicksight\u002Fcovers\u002FArch_Amazon-QuickSight_64.png",{"id":431,"title":432,"description":433,"slug":434,"coverImageUrl":435},18,"Amazon AppFlow","Amazon AppFlow is a fully managed integration service that enables users to securely transfer data between Software as a Service (SaaS) applications like Salesforce, ServiceNow, and AWS services, and Amazon S3, facilitating automated workflows and data synchronization.","amazon-appflow","\u002Fimages\u002Fprovider-services\u002Famazon-appflow\u002Fcovers\u002FArch_Amazon-AppFlow_64.png",{"id":332,"title":437,"description":438,"slug":439,"coverImageUrl":440},"AWS AppSync","AWS AppSync is a managed service from Amazon Web Services that allows developers to build scalable applications by providing a flexible, secure, and scalable GraphQL API for seamlessly connecting applications to data sources like AWS DynamoDB, Lambda, and more.","aws-appsync","\u002Fimages\u002Fprovider-services\u002Faws-appsync\u002Fcovers\u002FArch_AWS-AppSync_64.png",{"id":81,"title":442,"description":443,"slug":444,"coverImageUrl":445},"Amazon EventBridge","Amazon EventBridge is a serverless event bus service provided by AWS that enables applications to communicate with each other using events, facilitating the building of event-driven architectures.","amazon-eventbridge","\u002Fimages\u002Fprovider-services\u002Famazon-eventbridge\u002Fcovers\u002FArch_Amazon-EventBridge_64.png",{"id":447,"title":448,"description":449,"slug":450,"coverImageUrl":451},22,"Amazon MQ","Amazon MQ is a managed message broker service for Apache ActiveMQ and RabbitMQ that makes it easy to set up and operate message brokers in the cloud, facilitating the integration of different software systems and components.","amazon-mq","\u002Fimages\u002Fprovider-services\u002Famazon-mq\u002Fcovers\u002FArch_Amazon-MQ_64.png",{"id":453,"title":454,"description":455,"slug":456,"coverImageUrl":457},23,"Amazon Simple Notification Service (Amazon SNS)","Amazon Simple Notification Service (Amazon SNS) is a fully managed messaging service for both application-to-application (A2A) and application-to-person (A2P) communication, enabling the delivery of messages or notifications to subscribers or other applications.","amazon-simple-notification-service-(amazon-sns)","\u002Fimages\u002Fprovider-services\u002Famazon-simple-notification-service-(amazon-sns)\u002Fcovers\u002FArch_Amazon-Simple-Notification-Service_64.png",{"id":286,"title":459,"description":460,"slug":461,"coverImageUrl":462},"Amazon Simple Queue Service (Amazon SQS)","Amazon Simple Queue Service (Amazon SQS) is a scalable, fully managed message queuing service that enables the decoupling and scaling of microservices, distributed systems, and serverless applications.","amazon-simple-queue-service-(amazon-sqs)","\u002Fimages\u002Fprovider-services\u002Famazon-simple-queue-service-(amazon-sqs)\u002Fcovers\u002FArch_Amazon-Simple-Queue-Service_64.png",{"id":464,"title":465,"description":466,"slug":467,"coverImageUrl":468},25,"AWS Step Functions","AWS Step Functions is a cloud service from Amazon Web Services that enables developers to coordinate multiple AWS services into serverless workflows, allowing the creation and execution of complex business processes and applications through visual workflows.","aws-step-functions","\u002Fimages\u002Fprovider-services\u002Faws-step-functions\u002Fcovers\u002FArch_AWS-Step-Functions_64.png",{"id":252,"title":470,"description":471,"slug":472,"coverImageUrl":473},"AWS Budgets","AWS Budgets is a service provided by Amazon Web Services that enables users to set custom budget limits for their AWS costs and usage, allowing for alerts and actions based on specified thresholds.","aws-budgets","\u002Fimages\u002Fprovider-services\u002Faws-budgets\u002Fcovers\u002FArch_AWS-Budgets_64.png",{"id":475,"title":476,"description":477,"slug":478,"coverImageUrl":479},28,"AWS Cost and Usage Report","The AWS Cost and Usage Report is a detailed breakdown that delivers comprehensive data about your AWS costs and usage, enabling you to understand and manage your expenses effectively.","aws-cost-and-usage-report","\u002Fimages\u002Fprovider-services\u002Faws-cost-and-usage-report\u002Fcovers\u002FArch_AWS-Cost-and-Usage-Report_64.png",{"id":212,"title":481,"description":482,"slug":483,"coverImageUrl":484},"AWS Cost Explorer","AWS Cost Explorer is a web service that allows users to visualize, understand, and manage their Amazon Web Services (AWS) costs and usage over time through detailed reports and analytics.","aws-cost-explorer","\u002Fimages\u002Fprovider-services\u002Faws-cost-explorer\u002Fcovers\u002FArch_AWS-Cost-Explorer_64.png",{"id":486,"title":487,"description":488,"slug":489,"coverImageUrl":490},32,"AWS Batch","AWS Batch is a cloud service offered by Amazon Web Services that enables developers and scientists to easily and efficiently run hundreds to thousands of batch computing jobs on the AWS Cloud, automatically managing the provisioning of the compute resources and scaling them up or down as needed to optimize for performance and cost.","aws-batch","\u002Fimages\u002Fprovider-services\u002Faws-batch\u002Fcovers\u002FArch_AWS-Batch_64.png",{"id":492,"title":493,"description":494,"slug":495,"coverImageUrl":496},34,"Amazon EC2","Amazon EC2 (Elastic Compute Cloud) is a web service that provides resizable compute capacity in the cloud, allowing users to run and manage virtual servers.","amazon-ec2","\u002Fimages\u002Fprovider-services\u002Famazon-ec2\u002Fcovers\u002FArch_Amazon-EC2_64.png",{"id":498,"title":499,"description":500,"slug":501,"coverImageUrl":502},36,"Amazon EC2 Auto Scaling","Amazon EC2 Auto Scaling is a service that automatically adjusts the number of Amazon EC2 instances in your deployment to maintain performance and minimize costs based on defined conditions such as traffic or resource utilization.","amazon-ec2-auto-scaling","\u002Fimages\u002Fprovider-services\u002Famazon-ec2-auto-scaling\u002Fcovers\u002FArch_Amazon-EC2-Auto-Scaling_64.png",{"id":504,"title":505,"description":506,"slug":507,"coverImageUrl":508},37,"AWS Elastic Beanstalk","AWS Elastic Beanstalk is a cloud deployment service that automates the process of deploying applications in the AWS cloud, allowing developers to upload their code and have the service automatically handle the deployment details such as resource provisioning, load balancing, auto-scaling, and monitoring.","aws-elastic-beanstalk","\u002Fimages\u002Fprovider-services\u002Faws-elastic-beanstalk\u002Fcovers\u002FArch_AWS-Elastic-Beanstalk_64.png",{"id":510,"title":511,"description":512,"slug":513,"coverImageUrl":514},38,"AWS Outposts","AWS Outposts is a fully managed service from Amazon Web Services that extends AWS infrastructure, services, APIs, and tools to virtually any data center, co-location space, or on-premises facility for a truly consistent hybrid experience.","aws-outposts","\u002Fimages\u002Fprovider-services\u002Faws-outposts\u002Fcovers\u002FArch_AWS-Outposts-family_64.png",{"id":516,"title":517,"description":518,"slug":519,"coverImageUrl":520},39,"AWS Serverless Application Repository","The AWS Serverless Application Repository is a managed repository for serverless applications and components, allowing developers to discover, deploy, and publish serverless applications and components on AWS.","aws-serverless-application-repository","\u002Fimages\u002Fprovider-services\u002Faws-serverless-application-repository\u002Fcovers\u002FArch_AWS-Serverless-Application-Repository_64.png",{"id":522,"title":523,"description":524,"slug":525,"coverImageUrl":526},42,"AWS Wavelength","AWS Wavelength enables developers to run applications using AWS infrastructure and services in telecommunications partners’ data centers to meet low-latency, data residency, and resiliency requirements.","aws-wavelength","\u002Fimages\u002Fprovider-services\u002Faws-wavelength\u002Fcovers\u002FArch_AWS-Wavelength_64.png",{"id":528,"title":529,"description":530,"slug":531,"coverImageUrl":532},43,"Amazon ECS Anywhere","Amazon ECS Anywhere is a feature of Amazon Elastic Container Service (ECS) that allows you to run and manage containerized applications on-premises and in the cloud seamlessly, using the same ECS APIs and tooling.","amazon-ecs-anywhere","\u002Fimages\u002Fprovider-services\u002Famazon-ecs-anywhere\u002Fcovers\u002FArch_Amazon-ECS-Anywhere_64.png",{"id":534,"title":535,"description":536,"slug":537,"coverImageUrl":538},47,"Amazon EKS Distro","Amazon EKS Distro is an open-source Kubernetes distribution provided by Amazon Web Services (AWS) that enables users to create reliable and secure Kubernetes clusters on-premises or in the cloud, compatible with Amazon EKS.","amazon-eks-distro","\u002Fimages\u002Fprovider-services\u002Famazon-eks-distro\u002Fcovers\u002FArch_Amazon-EKS-Distro_64.png",{"id":540,"title":541,"description":542,"slug":543,"coverImageUrl":544},48,"Amazon Elastic Container Registry (Amazon ECR)","Amazon Elastic Container Registry (Amazon ECR) is a fully managed Docker container registry that makes it easy for developers to store, manage, and deploy Docker container images.","amazon-elastic-container-registry-(amazon-ecr)","\u002Fimages\u002Fprovider-services\u002Famazon-elastic-container-registry-(amazon-ecr)\u002Fcovers\u002FArch_Amazon-Elastic-Container-Registry_64.png",{"id":546,"title":547,"description":548,"slug":549,"coverImageUrl":550},50,"Amazon EKS Anywhere","Amazon EKS Anywhere is a deployment option for Amazon Elastic Kubernetes Service (EKS) that allows you to easily create and operate Kubernetes clusters on-premises, using your own infrastructure, with the same management tools provided by AWS for consistency and control.","amazon-eks-anywhere","\u002Fimages\u002Fprovider-services\u002Famazon-eks-anywhere\u002Fcovers\u002FArch_Amazon-EKS-Anywhere_64.png",{"id":210,"title":552,"description":553,"slug":554,"coverImageUrl":555},"Amazon Elastic Container Service (Amazon ECS)","Amazon Elastic Container Service (Amazon ECS) is a fully managed container orchestration service that allows you to run and scale containerized applications on AWS.","amazon-elastic-container-service-(amazon-ecs)","\u002Fimages\u002Fprovider-services\u002Famazon-elastic-container-service-(amazon-ecs)\u002Fcovers\u002FArch_Amazon-Elastic-Container-Service_64.png",{"id":250,"title":557,"description":558,"slug":559,"coverImageUrl":560},"Amazon Elastic Kubernetes Service (Amazon EKS)","Amazon Elastic Kubernetes Service (Amazon EKS) is a managed service that makes it easy to deploy, manage, and scale containerized applications using Kubernetes on AWS.","amazon-elastic-kubernetes-service-(amazon-eks)","\u002Fimages\u002Fprovider-services\u002Famazon-elastic-kubernetes-service-(amazon-eks)\u002Fcovers\u002FArch_Amazon-Elastic-Kubernetes-Service_64.png",{"id":284,"title":562,"description":563,"slug":564,"coverImageUrl":565},"Amazon Aurora","Amazon Aurora is a fully managed relational database service by Amazon Web Services (AWS) that is designed to be compatible with MySQL and PostgreSQL while offering the performance and availability of commercial databases with improved scalability, durability, and security.","amazon-aurora","\u002Fimages\u002Fprovider-services\u002Famazon-aurora\u002Fcovers\u002FArch_Amazon-Aurora_64.png",{"id":330,"title":567,"description":568,"slug":569,"coverImageUrl":570},"Amazon Aurora Serverless","Amazon Aurora Serverless is an on-demand, auto-scaling configuration for the Amazon Aurora database that automatically adjusts computing resources based on application demand, optimizing both performance and cost.","amazon-aurora-serverless","\u002Fimages\u002Fprovider-services\u002Famazon-aurora-serverless\u002Fcovers\u002FArch_Amazon-Aurora_64.png",{"id":572,"title":573,"description":574,"slug":575,"coverImageUrl":576},59,"Amazon DocumentDB (with MongoDB compatibility)","Amazon DocumentDB (with MongoDB compatibility) is a fully managed, scalable, and highly available document database service designed to be compatible with MongoDB workloads, allowing you to use MongoDB tools and drivers for managing and querying your data.","amazon-documentdb-(with-mongodb-compatibility)","\u002Fimages\u002Fprovider-services\u002Famazon-documentdb-(with-mongodb-compatibility)\u002Fcovers\u002FArch_Amazon-DocumentDB_64.png",{"id":578,"title":579,"description":580,"slug":581,"coverImageUrl":582},60,"Amazon DynamoDB","Amazon DynamoDB is a fully managed NoSQL database service provided by Amazon Web Services (AWS) that offers fast and predictable performance with seamless scalability for applications that need consistent, single-digit millisecond latency at any scale.","amazon-dynamodb","\u002Fimages\u002Fprovider-services\u002Famazon-dynamodb\u002Fcovers\u002FArch_Amazon-DynamoDB_64.png",{"id":584,"title":585,"description":586,"slug":587,"coverImageUrl":588},61,"Amazon ElastiCache","Amazon ElastiCache is a fully managed in-memory caching service that helps improve the performance of web applications by allowing you to retrieve information from fast, managed, in-memory caches, instead of relying solely on slower disk-based databases.","amazon-elasticache","\u002Fimages\u002Fprovider-services\u002Famazon-elasticache\u002Fcovers\u002FArch_Amazon-ElastiCache_64.png",{"id":590,"title":591,"description":592,"slug":593,"coverImageUrl":594},62,"Amazon Keyspaces (for Apache Cassandra)","Amazon Keyspaces (for Apache Cassandra) is a scalable, highly available, and managed Apache Cassandra-compatible database service offered by Amazon Web Services for running Cassandra workloads on AWS without needing to manage the underlying infrastructure.","amazon-keyspaces-(for-apache-cassandra)","\u002Fimages\u002Fprovider-services\u002Famazon-keyspaces-(for-apache-cassandra)\u002Fcovers\u002FArch_Amazon-Keyspaces_64.png",{"id":596,"title":597,"description":598,"slug":599,"coverImageUrl":600},63,"Amazon Neptune","Amazon Neptune is a fast, reliable, and fully managed graph database service that makes it easy to build and run applications that work with highly connected datasets.","amazon-neptune","\u002Fimages\u002Fprovider-services\u002Famazon-neptune\u002Fcovers\u002FArch_Amazon-Neptune_64.png",{"id":602,"title":603,"description":604,"slug":605,"coverImageUrl":606},64,"Amazon Quantum Ledger Database (Amazon QLDB)","Amazon Quantum Ledger Database (Amazon QLDB) is a fully managed ledger database that provides a transparent, immutable, and cryptographically verifiable transaction log ‎owned by a central trusted authority.","amazon-quantum-ledger-database-(amazon-qldb)","\u002Fimages\u002Fprovider-services\u002Famazon-quantum-ledger-database-(amazon-qldb)\u002Fcovers\u002FArch_Amazon-Quantum-Ledger-Database_64.png",{"id":198,"title":608,"description":609,"slug":610,"coverImageUrl":611},"Amazon RDS","Amazon RDS (Relational Database Service) is a managed service provided by Amazon Web Services (AWS) that makes it easier to set up, operate, and scale a relational database in the cloud by handling routine database tasks such as provisioning, patching, backup, recovery, and scaling.","amazon-rds","\u002Fimages\u002Fprovider-services\u002Famazon-rds\u002Fcovers\u002FArch_Amazon-RDS_64.png",{"id":613,"title":614,"description":615,"slug":616,"coverImageUrl":617},67,"AWS X-Ray","AWS X-Ray is a service provided by Amazon Web Services that allows developers to analyze and debug production, distributed applications, such as those built using a microservices architecture, by providing insights into how applications and their underlying services are performing to identify and troubleshoot the root cause of performance issues and errors.","aws-x-ray","\u002Fimages\u002Fprovider-services\u002Faws-x-ray\u002Fcovers\u002FArch_AWS-X-Ray_64.png",{"id":619,"title":620,"description":621,"slug":622,"coverImageUrl":623},68,"AWS Amplify","AWS Amplify is a set of tools and services from Amazon Web Services that helps developers build and deploy full-stack web and mobile applications on AWS, integrating features such as authentication, API, storage, and front-end development in a serverless architecture.","aws-amplify","\u002Fimages\u002Fprovider-services\u002Faws-amplify\u002Fcovers\u002FArch_AWS-Amplify_64.png",{"id":625,"title":626,"description":627,"slug":628,"coverImageUrl":629},73,"Amazon API Gateway","Amazon API Gateway is a fully managed service that makes it easy for developers to create, publish, maintain, monitor, and secure APIs at any scale, providing a way to facilitate communication between software applications through web services.","amazon-api-gateway","\u002Fimages\u002Fprovider-services\u002Famazon-api-gateway\u002Fcovers\u002FArch_Amazon-API-Gateway_64.png",{"id":631,"title":632,"description":633,"slug":634,"coverImageUrl":635},74,"AWS Device Farm","AWS Device Farm is a cloud-based service that allows developers to test and interact with their mobile and web applications on real devices, enabling them to catch issues before launch by providing an extensive range of physical devices for testing.","aws-device-farm","\u002Fimages\u002Fprovider-services\u002Faws-device-farm\u002Fcovers\u002FArch_AWS-Device-Farm_64.png",{"id":199,"title":637,"description":638,"slug":639,"coverImageUrl":640},"Amazon Pinpoint","Amazon Pinpoint is a flexible and scalable outbound and inbound marketing communications service that enables businesses to engage customers through email, SMS, push notifications, and voice messages.","amazon-pinpoint","\u002Fimages\u002Fprovider-services\u002Famazon-pinpoint\u002Fcovers\u002FArch_Amazon-Pinpoint_64.png",{"id":642,"title":643,"description":644,"slug":645,"coverImageUrl":646},76,"Amazon Comprehend","Amazon Comprehend is a natural language processing (NLP) service that uses machine learning to uncover insights and relationships in text, enabling developers to easily integrate data analysis and language interpretation capabilities into their applications.","amazon-comprehend","\u002Fimages\u002Fprovider-services\u002Famazon-comprehend\u002Fcovers\u002FArch_Amazon-Comprehend_64.png",{"id":648,"title":649,"description":650,"slug":651,"coverImageUrl":652},77,"Amazon Forecast","Amazon Forecast is a fully managed machine learning service that uses time-series data to make highly accurate forecasts, enabling developers and businesses to predict future trends, demand, and behaviors.","amazon-forecast","\u002Fimages\u002Fprovider-services\u002Famazon-forecast\u002Fcovers\u002FArch_Amazon-Forecast_64.png",{"id":654,"title":655,"description":656,"slug":657,"coverImageUrl":658},78,"Amazon Fraud Detector","Amazon Fraud Detector is a fully managed service that uses machine learning and more than 20 years of fraud detection expertise from Amazon to identify potentially fraudulent online activities, such as identity and payment fraud, in real-time.","amazon-fraud-detector","\u002Fimages\u002Fprovider-services\u002Famazon-fraud-detector\u002Fcovers\u002FArch_Amazon-Fraud-Detector_64.png",{"id":660,"title":661,"description":662,"slug":663,"coverImageUrl":664},79,"Amazon Kendra","Amazon Kendra is a highly accurate and easy to use enterprise search service powered by machine learning, designed to enable organizations to index and search internal documents and data across various sources using natural language queries.","amazon-kendra","\u002Fimages\u002Fprovider-services\u002Famazon-kendra\u002Fcovers\u002FArch_Amazon-Kendra_64.png",{"id":666,"title":667,"description":668,"slug":669,"coverImageUrl":670},80,"Amazon Lex","Amazon Lex is a cloud-based service provided by Amazon Web Services (AWS) for building conversational interfaces into any application using voice and text.","amazon-lex","\u002Fimages\u002Fprovider-services\u002Famazon-lex\u002Fcovers\u002FArch_Amazon-Lex_64.png",{"id":672,"title":673,"description":674,"slug":675,"coverImageUrl":676},81,"Amazon Polly","Amazon Polly is a cloud service that uses advanced deep learning technologies to synthesize speech that sounds like a human voice from the text.","amazon-polly","\u002Fimages\u002Fprovider-services\u002Famazon-polly\u002Fcovers\u002FArch_Amazon-Polly_64.png",{"id":678,"title":679,"description":680,"slug":681,"coverImageUrl":682},82,"Amazon Rekognition","Amazon Rekognition is a cloud-based software service that allows users to integrate image and video analysis using deep learning technology to identify objects, people, text, scenes, and activities, as well as detect potentially inappropriate content.","amazon-rekognition","\u002Fimages\u002Fprovider-services\u002Famazon-rekognition\u002Fcovers\u002FArch_Amazon-Rekognition_64.png",{"id":684,"title":685,"description":686,"slug":687,"coverImageUrl":688},83,"Amazon SageMaker","Amazon SageMaker is a unified platform for data, analytics, and AI, bringing together AWS machine learning and analytics capabilities with unified access to data.","amazon-sagemaker","\u002Fimages\u002Fprovider-services\u002Famazon-sagemaker\u002Fcovers\u002FArch_Amazon-SageMaker_64.png",{"id":690,"title":691,"description":692,"slug":693,"coverImageUrl":694},84,"Amazon Textract","Amazon Textract is a fully managed machine learning service that automatically extracts text, handwriting, and data from scanned documents.","amazon-textract","\u002Fimages\u002Fprovider-services\u002Famazon-textract\u002Fcovers\u002FArch_Amazon-Textract_64.png",{"id":696,"title":697,"description":698,"slug":699,"coverImageUrl":700},85,"Amazon Transcribe","Amazon Transcribe is a cloud-based automatic speech recognition service that converts speech into text, offering features such as timestamp generation, speaker identification, and support for multiple audio formats and languages.","amazon-transcribe","\u002Fimages\u002Fprovider-services\u002Famazon-transcribe\u002Fcovers\u002FArch_Amazon-Transcribe_64.png",{"id":702,"title":703,"description":704,"slug":705,"coverImageUrl":706},87,"Amazon Translate","Amazon Translate is a neural machine translation service that uses advanced machine learning techniques to provide fast, high-quality, and affordable language translation.","amazon-translate","\u002Fimages\u002Fprovider-services\u002Famazon-translate\u002Fcovers\u002FArch_Amazon-Translate_64.png",{"id":708,"title":709,"description":710,"slug":711,"coverImageUrl":712},88,"AWS Auto Scaling","AWS Auto Scaling is a service provided by Amazon Web Services that automatically adjusts the number of computing resources in response to demand, ensuring that your application maintains consistent performance at the lowest possible cost.","aws-auto-scaling","\u002Fimages\u002Fprovider-services\u002Faws-auto-scaling\u002Fcovers\u002FArch_AWS-Auto-Scaling_64.png",{"id":714,"title":715,"description":716,"slug":717,"coverImageUrl":718},92,"AWS CloudFormation","AWS CloudFormation is a service that enables users to model, provision, and manage AWS and third-party application resources in a safe, repeatable, and efficient manner using templates.","aws-cloudformation","\u002Fimages\u002Fprovider-services\u002Faws-cloudformation\u002Fcovers\u002FArch_AWS-CloudFormation_64.png",{"id":720,"title":721,"description":722,"slug":723,"coverImageUrl":724},93,"AWS CloudTrail","AWS CloudTrail is a service that provides a comprehensive log of user activity and API usage across the AWS infrastructure, enabling security monitoring, compliance auditing, and operational troubleshooting.","aws-cloudtrail","\u002Fimages\u002Fprovider-services\u002Faws-cloudtrail\u002Fcovers\u002FArch_AWS-CloudTrail_64.png",{"id":726,"title":727,"description":728,"slug":729,"coverImageUrl":730},95,"Amazon CloudWatch","Amazon CloudWatch is a monitoring and observability service offered by Amazon Web Services (AWS) that provides data and actionable insights to monitor applications, respond to system-wide performance changes, optimize resource utilization, and get a unified view of operational health.","amazon-cloudwatch","\u002Fimages\u002Fprovider-services\u002Famazon-cloudwatch\u002Fcovers\u002FArch_Amazon-CloudWatch_64.png",{"id":732,"title":733,"description":734,"slug":735,"coverImageUrl":736},96,"AWS Command Line Interface (AWS CLI)","The AWS Command Line Interface (AWS CLI) is a unified tool that allows you to manage and automate AWS services directly from the terminal or command prompt.","aws-command-line-interface-(aws-cli)","\u002Fimages\u002Fprovider-services\u002Faws-command-line-interface-(aws-cli)\u002Fcovers\u002FArch_AWS-Command-Line-Interface_64.png",{"id":738,"title":739,"description":740,"slug":741,"coverImageUrl":742},97,"AWS Compute Optimizer","AWS Compute Optimizer is a service that provides recommendations to optimize Amazon Web Services compute resources for performance and cost by analyzing historical utilization metrics.","aws-compute-optimizer","\u002Fimages\u002Fprovider-services\u002Faws-compute-optimizer\u002Fcovers\u002FArch_AWS-Compute-Optimizer_64.png",{"id":744,"title":745,"description":746,"slug":747,"coverImageUrl":748},98,"AWS Config","AWS Config is a service that enables you to assess, audit, and evaluate the configurations of your AWS resources, providing a detailed view of their compliance with the configurations specified by your internal guidelines and regulatory standards.","aws-config","\u002Fimages\u002Fprovider-services\u002Faws-config\u002Fcovers\u002FArch_AWS-Config_64.png",{"id":750,"title":751,"description":752,"slug":753,"coverImageUrl":754},99,"AWS Control Tower","AWS Control Tower is a cloud service that automatically sets up and governs a secure, multi-account AWS environment based on best practices established through AWS’s experience working with thousands of enterprises.","aws-control-tower","\u002Fimages\u002Fprovider-services\u002Faws-control-tower\u002Fcovers\u002FArch_AWS-Control-Tower_64.png",{"id":756,"title":757,"description":758,"slug":759,"coverImageUrl":760},100,"AWS Health Dashboard","The AWS Health Dashboard is a service provided by Amazon Web Services that shows the current status of AWS services and alerts to any operational issues or scheduled maintenance events affecting the user's resources.","aws-health-dashboard","\u002Fimages\u002Fprovider-services\u002Faws-health-dashboard\u002Fcovers\u002FArch_AWS-Health-Dashboard_64.png",{"id":762,"title":763,"description":764,"slug":765,"coverImageUrl":766},101,"AWS License Manager","AWS License Manager is a service that helps users manage software licenses from various vendors across AWS and on-premises environments, enabling them to enforce license rules and avoid compliance risks.","aws-license-manager","\u002Fimages\u002Fprovider-services\u002Faws-license-manager\u002Fcovers\u002FArch_AWS-License-Manager_64.png",{"id":768,"title":769,"description":770,"slug":771,"coverImageUrl":772},102,"Amazon Managed Grafana","Amazon Managed Grafana is a fully managed service by AWS that provides scalable, secure, and easily deployable visualizations for real-time analytics, operational dashboards, and monitoring across various data sources.","amazon-managed-grafana","\u002Fimages\u002Fprovider-services\u002Famazon-managed-grafana\u002Fcovers\u002FArch_Amazon-Managed-Grafana_64.png",{"id":774,"title":775,"description":776,"slug":777,"coverImageUrl":778},106,"Amazon Managed Service for Prometheus","Amazon Managed Service for Prometheus is a fully managed Prometheus-compatible monitoring service that makes it easy to monitor containerized applications at scale on AWS.","amazon-managed-service-for-prometheus","\u002Fimages\u002Fprovider-services\u002Famazon-managed-service-for-prometheus\u002Fcovers\u002FArch_Amazon-Managed-Service-for-Prometheus_64.png",{"id":780,"title":781,"description":782,"slug":783,"coverImageUrl":784},107,"AWS Management Console","The AWS Management Console is a web-based interface that allows users to access and manage Amazon Web Services (AWS) and its resources, offering an intuitive and easy-to-navigate user experience for configuring AWS services, monitoring their performance, and managing billing and security.","aws-management-console","\u002Fimages\u002Fprovider-services\u002Faws-management-console\u002Fcovers\u002FArch_AWS-Management-Console_64.png",{"id":786,"title":787,"description":788,"slug":789,"coverImageUrl":790},108,"AWS Organizations","AWS Organizations is a cloud service from Amazon Web Services that allows you to centrally manage and govern your environment as you scale your AWS resources across multiple accounts.","aws-organizations","\u002Fimages\u002Fprovider-services\u002Faws-organizations\u002Fcovers\u002FArch_AWS-Organizations_64.png",{"id":792,"title":793,"description":794,"slug":795,"coverImageUrl":796},109,"AWS Proton","AWS Proton is a fully managed application delivery service from Amazon Web Services designed to automate and manage the provisioning, deployment, and monitoring of serverless and container-based applications, facilitating the adoption of microservices architecture with less effort. AWS Proton is in sunset; support ended on October 7, 2026.","aws-proton","\u002Fimages\u002Fprovider-services\u002Faws-proton\u002Fcovers\u002FArch_AWS-Proton_64.png",{"id":798,"title":799,"description":800,"slug":801,"coverImageUrl":802},110,"AWS Service Catalog","AWS Service Catalog allows organizations to create and manage catalogs of IT services that are approved for use on AWS, enabling users to easily find and deploy the cloud resources they need.","aws-service-catalog","\u002Fimages\u002Fprovider-services\u002Faws-service-catalog\u002Fcovers\u002FArch_AWS-Service-Catalog_64.png",{"id":804,"title":805,"description":806,"slug":807,"coverImageUrl":808},112,"AWS Systems Manager","AWS Systems Manager is a management service that provides visibility and control over your AWS resources, enabling you to automate operational tasks, gather system inventory, apply OS patches, automate the creation of Amazon Machine Images, and configure your operating systems and applications.","aws-systems-manager","\u002Fimages\u002Fprovider-services\u002Faws-systems-manager\u002Fcovers\u002FArch_AWS-Systems-Manager_64.png",{"id":810,"title":811,"description":812,"slug":813,"coverImageUrl":814},113,"AWS Trusted Advisor","AWS Trusted Advisor is an online tool that helps users optimize their Amazon Web Services (AWS) infrastructure for cost, performance, security, and fault tolerance by evaluating their environment and offering recommendations based on best practices.","aws-trusted-advisor","\u002Fimages\u002Fprovider-services\u002Faws-trusted-advisor\u002Fcovers\u002FArch_AWS-Trusted-Advisor_64.png",{"id":816,"title":817,"description":818,"slug":819,"coverImageUrl":820},114,"AWS Well-Architected Tool","The AWS Well-Architected Tool is a cloud service provided by Amazon Web Services that offers a set of questions across six pillars: operational excellence, security, reliability, performance efficiency, cost optimization, and sustainability to help users review the state of their workloads and compare them against AWS architectural best practices.","aws-well-architected-tool","\u002Fimages\u002Fprovider-services\u002Faws-well-architected-tool\u002Fcovers\u002FArch_AWS-Well-Architected-Tool_64.png",{"id":822,"title":823,"description":824,"slug":825,"coverImageUrl":826},115,"Amazon Elastic Transcoder","Amazon Elastic Transcoder is a cloud-based media transcoding service that converts media files into different formats to ensure smooth playback on various devices and platforms.","amazon-elastic-transcoder","\u002Fimages\u002Fprovider-services\u002Famazon-elastic-transcoder\u002Fcovers\u002FArch_Amazon-Elastic-Transcoder_64.png",{"id":828,"title":829,"description":830,"slug":831,"coverImageUrl":832},118,"Amazon Kinesis Video Streams","Amazon Kinesis Video Streams is a fully managed AWS service that allows users to easily capture, process, and store video streams for analytics and machine learning applications.","amazon-kinesis-video-streams","\u002Fimages\u002Fprovider-services\u002Famazon-kinesis-video-streams\u002Fcovers\u002FArch_Amazon-Kinesis-Video-Streams_64.png",{"id":834,"title":835,"description":836,"slug":837,"coverImageUrl":838},119,"AWS Application Discovery Service","AWS Application Discovery Service is a cloud-based service designed to help enterprise customers streamline migration planning by automatically identifying and cataloging applications and dependencies running in on-premises data centers. Since October 7, 2025, AWS Application Discovery Service has been in maintenance and closed to new customers; existing customers can continue using it.","aws-application-discovery-service","\u002Fimages\u002Fprovider-services\u002Faws-application-discovery-service\u002Fcovers\u002FArch_AWS-Application-Discovery-Service_64.png",{"id":840,"title":841,"description":842,"slug":843,"coverImageUrl":844},121,"AWS Application Migration Service","AWS Transform MGN is a service that simplifies the process of migrating applications to AWS, enabling organizations to move applications without making changes to them, at scale and with minimal downtime.","aws-application-migration-service","\u002Fimages\u002Fprovider-services\u002Faws-application-migration-service\u002Fcovers\u002FArch_AWS-Application-Migration-Service_64.png",{"id":846,"title":847,"description":848,"slug":849,"coverImageUrl":850},122,"AWS Database Migration Service (AWS DMS)","AWS Database Migration Service (AWS DMS) is a managed migration and replication service for moving databases and analytics workloads to AWS with minimal downtime. Either the source or target must reside in Amazon RDS or on Amazon EC2; replication between two on-premises databases is not supported.","aws-database-migration-service-(aws-dms)","\u002Fimages\u002Fprovider-services\u002Faws-database-migration-service-(aws-dms)\u002Fcovers\u002FArch_AWS-DataSync_64.png",{"id":852,"title":853,"description":854,"slug":855,"coverImageUrl":856},123,"AWS DataSync","AWS DataSync is a data transfer service that facilitates the migration, replication, and synchronization of data between on-premises storage systems, AWS Storage services, and edge storage devices quickly and securely.","aws-datasync","\u002Fimages\u002Fprovider-services\u002Faws-datasync\u002Fcovers\u002FArch_AWS-DataSync_64.png",{"id":858,"title":859,"description":860,"slug":861,"coverImageUrl":862},124,"AWS Migration Hub","AWS Migration Hub is a service provided by Amazon Web Services that allows users to track the progress of their applications' migration to AWS, providing a central location to monitor and manage migration tasks across multiple AWS and partner solutions. AWS Migration Hub has been in maintenance since November 7, 2025: it is closed to new customers, while existing customers can continue using it.","aws-migration-hub","\u002Fimages\u002Fprovider-services\u002Faws-migration-hub\u002Fcovers\u002FArch_AWS-Migration-Hub_64.png",{"id":864,"title":865,"description":866,"slug":867,"coverImageUrl":37},125,"AWS Snow Family","The AWS Snow Family is a collection of physical devices and services designed by Amazon Web Services to facilitate data migration and edge computing tasks by transferring large volumes of data into and out of the AWS cloud securely and efficiently, without relying solely on internet connectivity.","aws-snow-family",{"id":869,"title":870,"description":871,"slug":872,"coverImageUrl":873},127,"AWS Client VPN","AWS Client VPN is a managed client-based VPN service that enables secure access to AWS resources and on-premises networks from any location.","aws-client-vpn","\u002Fimages\u002Fprovider-services\u002Faws-client-vpn\u002Fcovers\u002FArch_AWS-Client-VPN_64.png",{"id":875,"title":876,"description":877,"slug":878,"coverImageUrl":879},128,"Amazon CloudFront","Amazon CloudFront is a fast content delivery network (CDN) service that securely delivers data, videos, applications, and APIs to customers globally with low latency, high transfer speeds, all within a developer-friendly environment.","amazon-cloudfront","\u002Fimages\u002Fprovider-services\u002Famazon-cloudfront\u002Fcovers\u002FArch_Amazon-CloudFront_64.png",{"id":881,"title":882,"description":883,"slug":884,"coverImageUrl":885},129,"AWS Direct Connect","AWS Direct Connect is a cloud service from Amazon Web Services that provides a dedicated network connection from an on-premises network to AWS infrastructure, allowing for reduced network costs, increased bandwidth throughput, and a more consistent network experience compared to internet-based connections.","aws-direct-connect","\u002Fimages\u002Fprovider-services\u002Faws-direct-connect\u002Fcovers\u002FArch_AWS-Direct-Connect_64.png",{"id":200,"title":887,"description":888,"slug":889,"coverImageUrl":890},"Elastic Load Balancing (ELB)","Elastic Load Balancing (ELB) is a service provided by Amazon Web Services (AWS) that automatically distributes incoming application traffic across multiple targets, such as EC2 instances, containers, and IP addresses, to ensure fault tolerance and scalability.","elastic-load-balancing-(elb)","\u002Fimages\u002Fprovider-services\u002Felastic-load-balancing-(elb)\u002Fcovers\u002FArch_Elastic-Load-Balancing_64.png",{"id":892,"title":893,"description":894,"slug":895,"coverImageUrl":896},131,"AWS Global Accelerator","AWS Global Accelerator is a networking service that improves an application's availability and performance by directing traffic to optimal endpoints over the AWS global network.","aws-global-accelerator","\u002Fimages\u002Fprovider-services\u002Faws-global-accelerator\u002Fcovers\u002FArch_AWS-Global-Accelerator_64.png",{"id":898,"title":899,"description":900,"slug":901,"coverImageUrl":902},132,"AWS PrivateLink","AWS PrivateLink is a networking service that allows AWS customers to securely access services across the Amazon Web Services (AWS) network in a private manner, without using public IPs or requiring the traffic to traverse the public internet.","aws-privatelink","\u002Fimages\u002Fprovider-services\u002Faws-privatelink\u002Fcovers\u002FArch_AWS-PrivateLink_64.png",{"id":904,"title":905,"description":906,"slug":907,"coverImageUrl":908},133,"Amazon Route 53","Amazon Route 53 is a scalable cloud Domain Name System (DNS) web service designed to give developers and businesses a reliable way to route end users to Internet applications by translating names like www.example.com into the numeric IP addresses like 192.0.2.1 that computers use to connect to each other.","amazon-route-53","\u002Fimages\u002Fprovider-services\u002Famazon-route-53\u002Fcovers\u002FArch_Amazon-Route-53_64.png",{"id":910,"title":911,"description":912,"slug":913,"coverImageUrl":914},134,"AWS Site-to-Site VPN","AWS Site-to-Site VPN is a service that allows you to establish a secure and private connection between your on-premises network and your Amazon Virtual Private Cloud (VPC), enabling secure data transfer and remote access to your AWS resources.","aws-site-to-site-vpn","\u002Fimages\u002Fprovider-services\u002Faws-site-to-site-vpn\u002Fcovers\u002FArch_AWS-Site-to-Site-VPN_64.png",{"id":916,"title":917,"description":918,"slug":919,"coverImageUrl":920},135,"AWS Transit Gateway","AWS Transit Gateway is a service that enables customers to connect their Amazon Virtual Private Clouds (VPCs) and their on-premises networks to a single gateway, simplifying their network architecture and enabling scalable, efficient routing among thousands of VPCs, AWS accounts, and on-premises environments.","aws-transit-gateway","\u002Fimages\u002Fprovider-services\u002Faws-transit-gateway\u002Fcovers\u002FArch_AWS-Transit-Gateway_64.png",{"id":922,"title":923,"description":924,"slug":925,"coverImageUrl":926},136,"Amazon VPC","Amazon VPC (Virtual Private Cloud) is a service that allows users to launch AWS resources in a logically isolated virtual network that they can define and control, including IP address ranges, subnets, route tables, and gateways.","amazon-vpc","\u002Fimages\u002Fprovider-services\u002Famazon-vpc\u002Fcovers\u002FVirtual-private-cloud-VPC_32.png",{"id":928,"title":929,"description":930,"slug":931,"coverImageUrl":932},137,"AWS Artifact","AWS Artifact is a web service that provides on-demand access to AWS compliance documentation and AWS agreements, enabling users to easily download and accept agreements and manage compliance-related resources.","aws-artifact","\u002Fimages\u002Fprovider-services\u002Faws-artifact\u002Fcovers\u002FArch_AWS-Artifact_64.png",{"id":934,"title":935,"description":936,"slug":937,"coverImageUrl":938},138,"AWS Audit Manager","AWS Audit Manager is a cloud service provided by Amazon Web Services that helps users automate the process of auditing and compliance by continuously collecting evidence, thus enabling them to assess their AWS environment against industry standards and regulations. AWS Audit Manager has been in maintenance since March 31, 2026 and is closed to new customers; existing customers can continue using it.","aws-audit-manager","\u002Fimages\u002Fprovider-services\u002Faws-audit-manager\u002Fcovers\u002FArch_AWS-Audit-Manager_64.png",{"id":940,"title":941,"description":942,"slug":943,"coverImageUrl":944},141,"AWS Certificate Manager (ACM)","AWS Certificate Manager (ACM) is a service provided by Amazon Web Services that simplifies the creation, management, and deployment of SSL\u002FTLS certificates for use with AWS services and your internal connected resources.","aws-certificate-manager-(acm)","\u002Fimages\u002Fprovider-services\u002Faws-certificate-manager-(acm)\u002Fcovers\u002FArch_AWS-Certificate-Manager_64.png",{"id":946,"title":947,"description":948,"slug":949,"coverImageUrl":950},142,"AWS CloudHSM","AWS CloudHSM is a cloud-based hardware security module service offered by Amazon Web Services that provides key storage and cryptographic operations within a tamper-resistant hardware appliance.","aws-cloudhsm","\u002Fimages\u002Fprovider-services\u002Faws-cloudhsm\u002Fcovers\u002FArch_AWS-CloudHSM_64.png",{"id":952,"title":953,"description":954,"slug":955,"coverImageUrl":956},143,"Amazon Cognito","Amazon Cognito is a cloud service provided by Amazon Web Services (AWS) that provides authentication, authorization, and user management for web and mobile applications.","amazon-cognito","\u002Fimages\u002Fprovider-services\u002Famazon-cognito\u002Fcovers\u002FArch_Amazon-Cognito_64.png",{"id":958,"title":959,"description":960,"slug":961,"coverImageUrl":962},144,"Amazon Detective","Amazon Detective is a security service that automatically collects, organizes, and analyzes data from AWS resources to help users easily investigate and quickly identify the root cause of potential security issues or suspicious activities.","amazon-detective","\u002Fimages\u002Fprovider-services\u002Famazon-detective\u002Fcovers\u002FArch_Amazon-Detective_64.png",{"id":964,"title":965,"description":966,"slug":967,"coverImageUrl":968},145,"AWS Directory Service","AWS Directory Service is a managed service provided by Amazon Web Services that allows users to connect AWS resources with an existing on-premises Microsoft Active Directory or to set up and operate a new, fully managed directory in the AWS Cloud.","aws-directory-service","\u002Fimages\u002Fprovider-services\u002Faws-directory-service\u002Fcovers\u002FArch_AWS-Directory-Service_64.png",{"id":970,"title":971,"description":972,"slug":973,"coverImageUrl":974},146,"AWS Firewall Manager","AWS Firewall Manager is a security management service that allows you to centrally configure and manage firewall rules across your Amazon Web Services (AWS) accounts and applications, simplifying your AWS network firewall administration.","aws-firewall-manager","\u002Fimages\u002Fprovider-services\u002Faws-firewall-manager\u002Fcovers\u002FArch_AWS-Firewall-Manager_64.png",{"id":976,"title":977,"description":978,"slug":979,"coverImageUrl":980},147,"Amazon GuardDuty","Amazon GuardDuty is a threat detection service that continuously monitors for malicious activity and unauthorized behavior to protect your AWS accounts and workloads.","amazon-guardduty","\u002Fimages\u002Fprovider-services\u002Famazon-guardduty\u002Fcovers\u002FArch_Amazon-GuardDuty_64.png",{"id":982,"title":983,"description":984,"slug":985,"coverImageUrl":986},148,"AWS IAM Identity Center (AWS Single Sign-On)","AWS IAM Identity Center (formerly AWS Single Sign-On) is a cloud service that enables secure and unified authentication for users to access AWS accounts and business applications with a single set of credentials.","aws-iam-identity-center-(aws-single-sign-on)","\u002Fimages\u002Fprovider-services\u002Faws-iam-identity-center-(aws-single-sign-on)\u002Fcovers\u002FArch_AWS-IAM-Identity-Center_64.png",{"id":988,"title":989,"description":990,"slug":991,"coverImageUrl":992},149,"AWS Identity and Access Management (IAM)","AWS Identity and Access Management (IAM) is a cloud service that helps securely control access to AWS resources by allowing you to create and manage AWS users and groups, and use permissions to allow and deny their access to AWS resources.","aws-identity-and-access-management-(iam)","\u002Fimages\u002Fprovider-services\u002Faws-identity-and-access-management-(iam)\u002Fcovers\u002FArch_AWS-Identity-and-Access-Management_64.png",{"id":994,"title":995,"description":996,"slug":997,"coverImageUrl":998},150,"Amazon Inspector","Amazon Inspector is a security assessment service offered by Amazon Web Services (AWS) that automatically assesses applications for vulnerabilities or deviations from best practices, and produces a detailed list of security findings prioritized by level of severity.","amazon-inspector","\u002Fimages\u002Fprovider-services\u002Famazon-inspector\u002Fcovers\u002FArch_Amazon-Inspector_64.png",{"id":1000,"title":1001,"description":1002,"slug":1003,"coverImageUrl":1004},151,"AWS Key Management Service (AWS KMS)","AWS Key Management Service (AWS KMS) is a managed service that makes it easy for you to create and control the cryptographic keys used to secure your data across AWS services and in your applications.","aws-key-management-service-(aws-kms)","\u002Fimages\u002Fprovider-services\u002Faws-key-management-service-(aws-kms)\u002Fcovers\u002FArch_AWS-Key-Management-Service_64.png",{"id":1006,"title":1007,"description":1008,"slug":1009,"coverImageUrl":1010},152,"Amazon Macie","Amazon Macie is a fully managed data security and data privacy service that uses machine learning and pattern matching to discover and protect sensitive data in AWS.","amazon-macie","\u002Fimages\u002Fprovider-services\u002Famazon-macie\u002Fcovers\u002FArch_Amazon-Macie_64.png",{"id":1012,"title":1013,"description":1014,"slug":1015,"coverImageUrl":1016},153,"AWS Network Firewall","AWS Network Firewall is a managed service provided by Amazon Web Services that enables users to deploy essential network protections such as stateful firewall rules, intrusion detection and prevention, and web filtering within their Virtual Private Cloud (VPC) environments.","aws-network-firewall","\u002Fimages\u002Fprovider-services\u002Faws-network-firewall\u002Fcovers\u002FArch_AWS-Firewall-Manager_64.png",{"id":1018,"title":1019,"description":1020,"slug":1021,"coverImageUrl":1022},154,"AWS Resource Access Manager (AWS RAM)","AWS Resource Access Manager (AWS RAM) is a service that enables you to easily and securely share AWS resources with any AWS account or within your AWS Organization.","aws-resource-access-manager-(aws-ram)","\u002Fimages\u002Fprovider-services\u002Faws-resource-access-manager-(aws-ram)\u002Fcovers\u002FArch_AWS-Resource-Access-Manager_64.png",{"id":1024,"title":1025,"description":1026,"slug":1027,"coverImageUrl":1028},155,"AWS Secrets Manager","AWS Secrets Manager is a service provided by Amazon Web Services that enables users to securely store, manage, and retrieve sensitive information such as API keys, passwords, and database credentials.","aws-secrets-manager","\u002Fimages\u002Fprovider-services\u002Faws-secrets-manager\u002Fcovers\u002FArch_AWS-Secrets-Manager_64.png",{"id":1030,"title":1031,"description":1032,"slug":1033,"coverImageUrl":1034},156,"AWS Security Hub","AWS Security Hub is a cloud security management service that aggregates, organizes, and prioritizes security alerts or findings from multiple AWS services and AWS Partner Network (APN) security solutions, providing a comprehensive view of security and compliance across an AWS environment.","aws-security-hub","\u002Fimages\u002Fprovider-services\u002Faws-security-hub\u002Fcovers\u002FArch_AWS-Security-Hub_64.png",{"id":1036,"title":1037,"description":1038,"slug":1039,"coverImageUrl":1040},157,"AWS Shield","AWS Shield is a managed Distributed Denial of Service (DDoS) protection service that safeguards applications running on AWS against DDoS attacks.","aws-shield","\u002Fimages\u002Fprovider-services\u002Faws-shield\u002Fcovers\u002FArch_AWS-Shield_64.png",{"id":1042,"title":1043,"description":1044,"slug":1045,"coverImageUrl":1046},158,"AWS WAF","AWS WAF (Web Application Firewall) is a web application firewall service that helps protect web applications and APIs from common web exploits and bots that may affect availability, compromise security, or consume excessive resources.","aws-waf","\u002Fimages\u002Fprovider-services\u002Faws-waf\u002Fcovers\u002FArch_AWS-WAF_64.png",{"id":1048,"title":1049,"description":1050,"slug":1051,"coverImageUrl":1052},166,"AWS Fargate","AWS Fargate is a serverless compute engine for containers that allows you to run containers without having to manage servers or clusters.","aws-fargate","\u002Fimages\u002Fprovider-services\u002Faws-fargate\u002Fcovers\u002FArch_AWS-Fargate_64.png",{"id":1054,"title":1055,"description":1056,"slug":1057,"coverImageUrl":1058},168,"AWS Lambda","AWS Lambda is a serverless computing service provided by Amazon Web Services that allows developers to run code in response to events without provisioning or managing servers.","aws-lambda","\u002Fimages\u002Fprovider-services\u002Faws-lambda\u002Fcovers\u002FArch_AWS-Lambda_64.png",{"id":1060,"title":1061,"description":1062,"slug":1063,"coverImageUrl":1064},169,"AWS Backup","AWS Backup is a fully managed backup service that makes it easy to centralize and automate the backup of data across AWS services in the cloud and on-premises.","aws-backup","\u002Fimages\u002Fprovider-services\u002Faws-backup\u002Fcovers\u002FArch_AWS-Backup_64.png",{"id":1066,"title":1067,"description":1068,"slug":1069,"coverImageUrl":1070},170,"Amazon Elastic Block Store (Amazon EBS)","Amazon Elastic Block Store (Amazon EBS) is a high-performance block storage service designed for use with Amazon Elastic Compute Cloud (EC2) for both throughput and transaction-intensive workloads at any scale.","amazon-elastic-block-store-(amazon-ebs)","\u002Fimages\u002Fprovider-services\u002Famazon-elastic-block-store-(amazon-ebs)\u002Fcovers\u002FArch_Amazon-Elastic-Block-Store_64.png",{"id":1072,"title":1073,"description":1074,"slug":1075,"coverImageUrl":1076},171,"Amazon Elastic File System (Amazon EFS)","Amazon Elastic File System (Amazon EFS) is a cloud-based file storage service offered by Amazon Web Services (AWS) that provides a simple, scalable, elastic file system for use with AWS Cloud services and on-premise resources.","amazon-elastic-file-system-(amazon-efs)","\u002Fimages\u002Fprovider-services\u002Famazon-elastic-file-system-(amazon-efs)\u002Fcovers\u002FArch_Amazon-EFS_64.png",{"id":1078,"title":1079,"description":1080,"slug":1081,"coverImageUrl":1082},172,"Amazon FSx","Amazon FSx provides fully managed file storage solutions, including FSx for Windows File Server for Microsoft Windows-based applications, FSx for Lustre for high-performance computing applications, and FSx for OpenZFS and FSx for NetApp ONTAP for POSIX-compliant file systems, all offering seamless integration, high reliability, and scalability.","amazon-fsx-(for-all-types)","\u002Fimages\u002Fprovider-services\u002Famazon-fsx-(for-all-types)\u002Fcovers\u002FArch_Amazon-FSx_64.png",{"id":1084,"title":1085,"description":1086,"slug":1087,"coverImageUrl":1088},173,"Amazon S3","Amazon S3 (Simple Storage Service) is a scalable cloud storage service offered by Amazon Web Services (AWS) that allows users to store and retrieve any amount of data from anywhere on the web.","amazon-s3","\u002Fimages\u002Fprovider-services\u002Famazon-s3\u002Fcovers\u002FArch_Amazon-Simple-Storage-Service_64.png",{"id":1090,"title":1091,"description":1092,"slug":1093,"coverImageUrl":1094},174,"Amazon S3 Glacier","Amazon S3 Glacier is a secure, low-cost cloud storage service provided by Amazon Web Services (AWS) designed for data archiving and long-term backup, offering highly durable storage with retrieval times ranging from milliseconds to 48 hours.","amazon-s3-glacier","\u002Fimages\u002Fprovider-services\u002Famazon-s3-glacier\u002Fcovers\u002FArch_Amazon-Simple-Storage-Service-Glacier_64.png",{"id":1096,"title":1097,"description":1098,"slug":1099,"coverImageUrl":1100},175,"AWS Storage Gateway","AWS Storage Gateway is a hybrid cloud storage service that enables on-premises applications to seamlessly use AWS cloud storage for backup, archiving, disaster recovery, and cloud data processing by providing storage interfaces such as file, volume, and tape.","aws-storage-gateway","\u002Fimages\u002Fprovider-services\u002Faws-storage-gateway\u002Fcovers\u002FArch_AWS-Storage-Gateway_64.png",{"id":1102,"title":1103,"description":1104,"slug":1105,"coverImageUrl":1106},177,"VMware Cloud on AWS","VMware Cloud on AWS is a hybrid cloud service that allows businesses to seamlessly extend and migrate their on-premises VMware vSphere-based environments to the AWS cloud, leveraging VMware's enterprise-class Software-Defined Data Center (SDDC) software along with AWS's scalable and secure infrastructure.","vmware-cloud-on-aws","\u002Fimages\u002Fprovider-services\u002Fvmware-cloud-on-aws\u002Fcovers\u002FArch_VMware-Cloud-on-AWS_64.png",{"id":5,"code":13,"slug":6,"dateLastDay":152,"whatChanged":152,"pageSlug":14},[],[1110,1115,1120,1125,1130,1134,1138,1141,1145,1149],{"id":5,"slug":19,"examVersionId":384,"description":1111,"difficulty":1112,"examVersion":1113,"lessonsCount":1114},"Unlock your cloud computing potential with our interactive AWS course designed for the AWS Certified Cloud Practitioner exam. Gain hands-on experience, understand core AWS services, and confidently ace your certification.",{"id":384,"title":23,"subtitle":24,"slug":25},{"slug":19,"pageSlug":25},353,{"id":378,"slug":6,"examVersionId":5,"description":1116,"difficulty":1117,"examVersion":1118,"lessonsCount":1119},"Master cloud architecture with our comprehensive interactive course tailored for the AWS Certified Solutions Architect - Associate exam. Learn to design scalable, cost-effective AWS solutions.",{"id":5,"title":12,"subtitle":13,"slug":14},{"slug":6,"pageSlug":14},495,{"id":135,"slug":30,"examVersionId":135,"description":1121,"difficulty":1122,"examVersion":1123,"lessonsCount":1124},"Master the AWS Certified DevOps Engineer - Professional (DOP-C02) exam with our interactive course. Engage with hands-on labs, real-world scenarios, and expert guidance to enhance your skills. Learn at your own pace and ensure exam success.",{"id":135,"title":34,"subtitle":35,"slug":36},{"slug":30,"pageSlug":36},381,{"id":146,"slug":41,"examVersionId":146,"description":1126,"difficulty":1127,"examVersion":1128,"lessonsCount":1129},"Master the AWS Certified Data Engineer - Associate exam with our interactive course. Explore real-world scenarios and expert guidance to build your skills and pass with confidence. Start your certification journey now!",{"id":146,"title":45,"subtitle":46,"slug":47},{"slug":41,"pageSlug":47},341,{"id":40,"slug":51,"examVersionId":40,"description":37,"difficulty":1131,"examVersion":1132,"lessonsCount":1133},{"id":40,"title":55,"subtitle":56,"slug":57},{"slug":51,"pageSlug":57},246,{"id":50,"slug":92,"examVersionId":60,"description":152,"difficulty":1135,"examVersion":1136,"lessonsCount":1137},{"id":18,"title":96,"subtitle":97,"slug":98},{"slug":92,"pageSlug":98},272,{"id":91,"slug":103,"examVersionId":71,"description":152,"difficulty":1139,"examVersion":1140,"lessonsCount":289},{"id":50,"title":107,"subtitle":108,"slug":109},{"slug":103,"pageSlug":109},{"id":102,"slug":61,"examVersionId":81,"description":152,"difficulty":1142,"examVersion":1143,"lessonsCount":1144},{"id":91,"title":66,"subtitle":67,"slug":68},{"slug":61,"pageSlug":68},368,{"id":60,"slug":72,"examVersionId":453,"description":152,"difficulty":1146,"examVersion":1147,"lessonsCount":1148},{"id":102,"title":76,"subtitle":77,"slug":78},{"slug":72,"pageSlug":78},391,{"id":71,"slug":82,"examVersionId":464,"description":152,"difficulty":1150,"examVersion":1151,"lessonsCount":246},{"id":60,"title":86,"subtitle":87,"slug":88},{"slug":82,"pageSlug":88},[1153,1163,1168,1173,1178,1183,1188,1193,1198,1203,1208,1213,1218],{"id":5,"title":1154,"description":1155,"difficulties":1156},"Compute","In the cloud, compute provides on-demand CPU, memory, and optional accelerators through virtual machines, containers, and managed execution environments. Choosing an appropriate compute model helps engineers balance performance, cost, scaling behavior, and operational responsibility.",[1157],{"id":5,"providerId":5,"title":12,"subtitle":13,"description":152,"content":152,"rating":206,"pricing":152,"ratingContent":152,"scopeContent":152,"useCasesContent":152,"servicesContent":152,"slug":14,"coverImageUrl":15,"guideUrl":207,"isActive":9,"level":1158,"validity":152,"singlePremiumPriceCode":1159,"doublePremiumPriceCode":1160,"dateReleased":152,"dateEnd":152,"dateCreated":1161,"dateModified":1162,"datePublicModified":1161},"associate","price_1PhrWnCIsbcb0FdPK66xrUhj","price_1PhrXECIsbcb0FdPTUxJrJrv","2024-01-18T14:57:14.662Z","2026-10-30T00:12:05.000Z",{"id":378,"title":1164,"description":1165,"difficulties":1166},"Cost management","In the cloud, cost management connects resource consumption and pricing choices to business outcomes. It helps engineers compare deployment options, eliminate waste, and balance spending against performance, availability, security, and operational effort.",[1167],{"id":5,"providerId":5,"title":12,"subtitle":13,"description":152,"content":152,"rating":206,"pricing":152,"ratingContent":152,"scopeContent":152,"useCasesContent":152,"servicesContent":152,"slug":14,"coverImageUrl":15,"guideUrl":207,"isActive":9,"level":1158,"validity":152,"singlePremiumPriceCode":1159,"doublePremiumPriceCode":1160,"dateReleased":152,"dateEnd":152,"dateCreated":1161,"dateModified":1162,"datePublicModified":1161},{"id":384,"title":1169,"description":1170,"difficulties":1171},"Database","Databases give applications controlled access to persistent information, such as customer records, orders, and device readings. Choosing the right database model and operating approach affects correctness, performance, availability, security, and cost.",[1172],{"id":5,"providerId":5,"title":12,"subtitle":13,"description":152,"content":152,"rating":206,"pricing":152,"ratingContent":152,"scopeContent":152,"useCasesContent":152,"servicesContent":152,"slug":14,"coverImageUrl":15,"guideUrl":207,"isActive":9,"level":1158,"validity":152,"singlePremiumPriceCode":1159,"doublePremiumPriceCode":1160,"dateReleased":152,"dateEnd":152,"dateCreated":1161,"dateModified":1162,"datePublicModified":1161},{"id":123,"title":1174,"description":1175,"difficulties":1176},"Disaster recovery","Disaster recovery combines recoverable data, replacement infrastructure, documented procedures, and testing to restore technology services after failures, attacks, or operational mistakes. In the cloud, it uses capabilities such as backups, replication, automated provisioning, and geographically separate deployments to balance recovery requirements against cost and complexity.",[1177],{"id":5,"providerId":5,"title":12,"subtitle":13,"description":152,"content":152,"rating":206,"pricing":152,"ratingContent":152,"scopeContent":152,"useCasesContent":152,"servicesContent":152,"slug":14,"coverImageUrl":15,"guideUrl":207,"isActive":9,"level":1158,"validity":152,"singlePremiumPriceCode":1159,"doublePremiumPriceCode":1160,"dateReleased":152,"dateEnd":152,"dateCreated":1161,"dateModified":1162,"datePublicModified":1161},{"id":18,"title":1179,"description":1180,"difficulties":1181},"High performance","High performance depends on how effectively an application uses compute, memory, storage, and networking to deliver useful work. In the cloud, it requires measurable targets, appropriate resource choices, and continuous tuning rather than simply selecting larger instances.",[1182],{"id":5,"providerId":5,"title":12,"subtitle":13,"description":152,"content":152,"rating":206,"pricing":152,"ratingContent":152,"scopeContent":152,"useCasesContent":152,"servicesContent":152,"slug":14,"coverImageUrl":15,"guideUrl":207,"isActive":9,"level":1158,"validity":152,"singlePremiumPriceCode":1159,"doublePremiumPriceCode":1160,"dateReleased":152,"dateEnd":152,"dateCreated":1161,"dateModified":1162,"datePublicModified":1161},{"id":135,"title":1184,"description":1185,"difficulties":1186},"Management and governance","Management handles activities such as provisioning, monitoring, configuration, and remediation, while governance defines who may act, which standards apply, and how compliance is demonstrated. Together, they help organizations give engineers useful autonomy without losing accountability, cost visibility, or control over risk.",[1187],{"id":5,"providerId":5,"title":12,"subtitle":13,"description":152,"content":152,"rating":206,"pricing":152,"ratingContent":152,"scopeContent":152,"useCasesContent":152,"servicesContent":152,"slug":14,"coverImageUrl":15,"guideUrl":207,"isActive":9,"level":1158,"validity":152,"singlePremiumPriceCode":1159,"doublePremiumPriceCode":1160,"dateReleased":152,"dateEnd":152,"dateCreated":1161,"dateModified":1162,"datePublicModified":1161},{"id":146,"title":1189,"description":1190,"difficulties":1191},"Microservices and component delivery","Microservices divide an application into services organized around business capabilities, while component delivery provides the processes and automation needed to release those services safely. This approach supports independent team ownership and targeted scaling, but introduces distributed-system complexity and requires disciplined interface design, observability, and deployment practices.",[1192],{"id":5,"providerId":5,"title":12,"subtitle":13,"description":152,"content":152,"rating":206,"pricing":152,"ratingContent":152,"scopeContent":152,"useCasesContent":152,"servicesContent":152,"slug":14,"coverImageUrl":15,"guideUrl":207,"isActive":9,"level":1158,"validity":152,"singlePremiumPriceCode":1159,"doublePremiumPriceCode":1160,"dateReleased":152,"dateEnd":152,"dateCreated":1161,"dateModified":1162,"datePublicModified":1161},{"id":29,"title":1194,"description":1195,"difficulties":1196},"Migration and data transfer","Cloud migration combines workload placement, application changes, and data movement to achieve business and technical goals. Engineers must choose an appropriate migration strategy, maintain data consistency, and account for transfer charges that depend on traffic direction, network path, and location.",[1197],{"id":5,"providerId":5,"title":12,"subtitle":13,"description":152,"content":152,"rating":206,"pricing":152,"ratingContent":152,"scopeContent":152,"useCasesContent":152,"servicesContent":152,"slug":14,"coverImageUrl":15,"guideUrl":207,"isActive":9,"level":1158,"validity":152,"singlePremiumPriceCode":1159,"doublePremiumPriceCode":1160,"dateReleased":152,"dateEnd":152,"dateCreated":1161,"dateModified":1162,"datePublicModified":1161},{"id":40,"title":1199,"description":1200,"difficulties":1201},"Networking, connectivity, and content delivery","This concept combines network isolation, addressing, routing, name resolution, hybrid connectivity, traffic distribution, and delivery from geographically distributed edge locations. Engineers use these capabilities to balance reachability, security, latency, availability, and cost across public-facing applications and private systems.",[1202],{"id":5,"providerId":5,"title":12,"subtitle":13,"description":152,"content":152,"rating":206,"pricing":152,"ratingContent":152,"scopeContent":152,"useCasesContent":152,"servicesContent":152,"slug":14,"coverImageUrl":15,"guideUrl":207,"isActive":9,"level":1158,"validity":152,"singlePremiumPriceCode":1159,"doublePremiumPriceCode":1160,"dateReleased":152,"dateEnd":152,"dateCreated":1161,"dateModified":1162,"datePublicModified":1161},{"id":112,"title":1204,"description":1205,"difficulties":1206},"Resiliency","Resiliency combines failure isolation, redundant resources, controlled recovery, and operational testing to limit the impact of failures. In the cloud, it requires deliberate architecture across independent failure domains rather than assuming that provider-managed infrastructure makes an application immune to outages.",[1207],{"id":5,"providerId":5,"title":12,"subtitle":13,"description":152,"content":152,"rating":206,"pricing":152,"ratingContent":152,"scopeContent":152,"useCasesContent":152,"servicesContent":152,"slug":14,"coverImageUrl":15,"guideUrl":207,"isActive":9,"level":1158,"validity":152,"singlePremiumPriceCode":1159,"doublePremiumPriceCode":1160,"dateReleased":152,"dateEnd":152,"dateCreated":1161,"dateModified":1162,"datePublicModified":1161},{"id":50,"title":1209,"description":1210,"difficulties":1211},"Security","Security combines technical controls, operational processes, and clearly assigned responsibilities to preserve confidentiality, integrity, and availability. In the cloud, providers secure the underlying infrastructure while customers configure and operate their workloads securely, using capabilities such as identity controls, encryption, network protection, and threat detection.",[1212],{"id":5,"providerId":5,"title":12,"subtitle":13,"description":152,"content":152,"rating":206,"pricing":152,"ratingContent":152,"scopeContent":152,"useCasesContent":152,"servicesContent":152,"slug":14,"coverImageUrl":15,"guideUrl":207,"isActive":9,"level":1158,"validity":152,"singlePremiumPriceCode":1159,"doublePremiumPriceCode":1160,"dateReleased":152,"dateEnd":152,"dateCreated":1161,"dateModified":1162,"datePublicModified":1161},{"id":420,"title":1214,"description":1215,"difficulties":1216},"Serverless","Serverless shifts infrastructure operations to the cloud provider so engineers can focus on application behavior, data, and configuration. It can reduce operational work and align costs with usage, but scaling behavior, billing, execution limits, and customer responsibilities vary by service.",[1217],{"id":5,"providerId":5,"title":12,"subtitle":13,"description":152,"content":152,"rating":206,"pricing":152,"ratingContent":152,"scopeContent":152,"useCasesContent":152,"servicesContent":152,"slug":14,"coverImageUrl":15,"guideUrl":207,"isActive":9,"level":1158,"validity":152,"singlePremiumPriceCode":1159,"doublePremiumPriceCode":1160,"dateReleased":152,"dateEnd":152,"dateCreated":1161,"dateModified":1162,"datePublicModified":1161},{"id":91,"title":1219,"description":1220,"difficulties":1221},"Storage","Cloud storage provides data capacity through managed services rather than requiring engineers to operate all underlying disks and storage systems. Choosing an appropriate storage model and tier requires balancing access patterns, performance, resilience, retention requirements, and total cost.",[1222],{"id":5,"providerId":5,"title":12,"subtitle":13,"description":152,"content":152,"rating":206,"pricing":152,"ratingContent":152,"scopeContent":152,"useCasesContent":152,"servicesContent":152,"slug":14,"coverImageUrl":15,"guideUrl":207,"isActive":9,"level":1158,"validity":152,"singlePremiumPriceCode":1159,"doublePremiumPriceCode":1160,"dateReleased":152,"dateEnd":152,"dateCreated":1161,"dateModified":1162,"datePublicModified":1161},1793320630581]