AWS Clean Rooms
GAActive$$$
Privacy-enhancing collaboration service enabling partners to analyze combined datasets without directly sharing underlying raw data.
- Lifecycle
- GA stage - Active
- Availability / regions
- Commercial (aws); regional availability varies
- Typical use cases
- Ad measurement with partnersjoint analytics without raw data sharingprivacy-preserving researchregulated collaboration on sensitive datasets.
- Cost signal
- $$$ query and compute over shared datasets; costs scale with workload
AWS Data Exchange
GAActive$$
Marketplace-style service for subscribing to and consuming third-party datasets in AWS for downstream analytics/ML.
- Lifecycle
- GA stage - Active
- Availability / regions
- Commercial (aws); regional availability varies
- Typical use cases
- Acquiring market/geo/alt datafeeding BI/ML pipelinesaccelerating research datasetspublishing data products (provider side).
- Cost signal
- $$ service layer; major cost drivers are data subscription and downstream compute
Managed data integration/ETL service with data cataloging to prepare and move data for analytics and ML.
- Lifecycle
- GA stage - Active
- Availability / regions
- Commercial (aws); regional availability varies
- Typical use cases
- ETL into lake/warehouseschema discovery/catalogbatch processing jobsdata pipeline modernization.
- Cost signal
- $$$ job compute hours; scaling ETL can be expensive
Notes: Ray jobs feature referenced in 2026 availability updates (separate feature-level change).
AWS Lake Formation
GAActive$$
Governance service for building and securing data lakes, managing permissions and catalog-based access patterns.
- Lifecycle
- GA stage - Active
- Availability / regions
- Commercial (aws); regional availability varies
- Typical use cases
- Centralized lake governancefine-grained table permissionscross-account data sharingaudit-ready lake access controls.
- Cost signal
- $$ governance layer; primary cost drivers are underlying storage/compute
Notes: Governed Tables feature reached full shutdown Dec 31, 2024.
Serverless SQL query service for analyzing data in S3, billed per query and requiring no infrastructure management.
- Lifecycle
- GA stage - Active
- Availability / regions
- Commercial (aws); regional availability varies
- Typical use cases
- Ad hoc log analytics on S3data lake SQL explorationcost-optimized BI queriesquick investigations without warehousing.
- Cost signal
- $$ per-GB scanned; can rise with unoptimized formats and heavy querying
Amazon CloudSearch
GADeprecated$$$
Managed search service listed in "Services in Maintenance," indicating no new onboarding; AWS points customers to alternatives (notably Amazon OpenSearch Service).
- Lifecycle
- GA stage - Deprecated (still available but discouraged)
- Availability / regions
- Commercial (aws)
- Typical use cases
- Full-text search for appsfaceted catalog searchsimple site searchlegacy search workloads with minimized ops.
- Cost signal
- $$$ managed clusters + indexing/storage; cost scales with data and query throughput
Notes: Maintenance entry dated Jul 25, 2024.
Amazon Data Firehose
GAActive$$$
Managed delivery service to capture/transform/load streaming data into destinations (S3, Redshift, OpenSearch, Splunk) with auto scaling.
- Lifecycle
- GA stage - Active
- Availability / regions
- Commercial (aws); regional availability varies
- Typical use cases
- Stream delivery into S3 data lakeslog delivery to OpenSearchformat conversion to Parquet/ORCnear-real-time BI ingestion.
- Cost signal
- $$$ data volume and transforms drive costs
Amazon DataZone
GAActive$$$
Data management service for publishing/discovering data via a business catalog across AWS/on-prem/SaaS sources with integrated governance.
- Lifecycle
- GA stage - Active
- Availability / regions
- Commercial (aws); regional availability varies
- Typical use cases
- Enterprise data cataloggoverned data sharingself-service dataset discoverycross-domain data product publishing.
- Cost signal
- $$$ enterprise governance/catalog operations
Managed big data platform for running open-source engines (Spark, Hive, etc.) on AWS-managed compute.
- Lifecycle
- GA stage - Active
- Availability / regions
- Commercial (aws); regional availability varies
- Typical use cases
- Spark ETL at scaleHive/Presto analyticsbatch processingbig-data modernization from on-prem Hadoop.
- Cost signal
- $$$$$ cluster compute/storage/network at scale
Amazon FinSpace
GARetiring$$$$
Financial-services analytics platform listed in "Services in Sunset" with a published sunset date.
- Lifecycle
- GA stage - Retiring (announced end date)
- Availability / regions
- Commercial (aws)
- Typical use cases
- FSI data cataloginggoverned access to market/portfolio dataaccelerate quant research prepaudit-ready data sharing.
- Cost signal
- $$$$ enterprise analytics platform + data scale
Notes: Sunset date Oct 7, 2026.
Amazon Kinesis Data Analytics for SQL
RetiredRetiredN/A (retired)
SQL streaming analytics offering listed as reaching full shutdown on Jan 27, 2026, with AWS pointing to migration to Amazon Managed Service for Apache Flink (and Studio).
- Lifecycle
- Retired/Discontinued stage - Retired (no longer available)
- Availability / regions
- N/A (full shutdown)
- Typical use cases
- Legacy SQL stream processingmigration to Flink SQL appsreplatforming streaming pipelinesdecommissioning KDA SQL artifacts.
- Cost signal
- N/A (retired)
Notes: Replacement guidance explicitly references Managed Service for Apache Flink.
Amazon Kinesis Data Streams
GAActive$$$$
Real-time streaming service for capturing high-throughput event data with millisecond access for analytics and processing.
- Lifecycle
- GA stage - Active
- Availability / regions
- Commercial (aws); regional availability varies
- Typical use cases
- Clickstream pipelinesIoT telemetry aggregationevent sourcing streamsreal-time anomaly detection inputs.
- Cost signal
- $$$$ shard throughput + retention; continuous ingest at scale is costly
Managed Apache Kafka service for running Kafka clusters and streaming workloads with reduced operational burden.
- Lifecycle
- GA stage - Active
- Availability / regions
- Commercial (aws); regional availability varies
- Typical use cases
- Kafka-based event pipelineslog aggregationstream processing backbonesmigration from self-managed Kafka.
- Cost signal
- $$$$ always-on brokers + storage + network throughput
Managed Apache Airflow service for authoring and operating workflow DAGs without managing Airflow infrastructure.
- Lifecycle
- GA stage - Active
- Availability / regions
- Commercial (aws); regional availability varies
- Typical use cases
- Data pipeline orchestrationscheduled ETLML training pipelinescomplex dependency workflows.
- Cost signal
- $$$ always-on environments + workers; cost scales with schedulers/workers
Amazon Managed Service for Apache Flink
GAActive$$$$$
Managed streaming analytics service for Apache Flink workloads (Java and SQL) with automatic scaling and managed runtime.
- Lifecycle
- GA stage - Active
- Availability / regions
- Commercial (aws); regional availability varies
- Typical use cases
- Stateful stream processingreal-time aggregationsfraud/anomaly streaming analyticsmigration target from Kinesis Data Analytics for SQL.
- Cost signal
- $$$$$ always-on streaming compute, state, and checkpoints
Notes: Explicit migration target for retired Kinesis Data Analytics for SQL.
Amazon OpenSearch Serverless
GAActive$$$
Serverless option for OpenSearch that removes cluster management and targets large-scale search/analytics workloads.
- Lifecycle
- GA stage - Active
- Availability / regions
- Commercial (aws); regional availability varies
- Typical use cases
- Serverless log searchvector search collectionsbursty search workloadsfast prototyping without cluster tuning.
- Cost signal
- $$$ serverless usage-based; can scale with ingestion/query volume
Amazon OpenSearch Service
GAActive$$$$
Managed OpenSearch/Elasticsearch-compatible service to search, analyze, and visualize data for log analytics and search use cases.
- Lifecycle
- GA stage - Active
- Availability / regions
- Commercial (aws); regional availability varies
- Typical use cases
- Log analyticsfull-text searchapplication monitoring searchclickstream analytics.
- Cost signal
- $$$$ stateful clusters + indexing/storage; can be pricey at scale
Amazon QuickSight
GAActive$$$
Cloud BI service for building and sharing dashboards, including embedded analytics for applications.
- Lifecycle
- GA stage - Active
- Availability / regions
- Commercial (aws); regional availability varies
- Typical use cases
- Executive dashboardsembedded analytics in SaaS appsself-service BI for teamslarge-scale dashboard distribution.
- Cost signal
- $$$ per-user/session + SPICE usage; enterprise adoption can be costly
Amazon Redshift
GAActive$$$$
Cloud data warehouse for SQL analytics over large structured/semi-structured datasets using columnar storage and MPP execution.
- Lifecycle
- GA stage - Active
- Availability / regions
- Commercial (aws); regional availability varies
- Typical use cases
- Enterprise data warehousingBI dashboardscomplex SQL analyticslakehouse-style analytics with warehouse acceleration.
- Cost signal
- $$$$ warehouse clusters, storage, concurrency scaling; often always-on
Amazon Redshift Serverless
GAActive$$$
Serverless Redshift option that auto-provisions/scales warehouse capacity and charges by usage for analytics workloads.
- Lifecycle
- GA stage - Active
- Availability / regions
- Commercial (aws); regional availability varies
- Typical use cases
- Variable/bursty BI analyticsdev/test warehousesevent-driven analyticsrapid proof-of-concept warehousing.
- Cost signal
- $$$ usage-based but can rise with heavy query workloads