Databases, caching and compute, run the same way at 3am as at launch.

Partition-key design as a one-way door, and where hot partitions actually come from.

Last-writer-wins conflict resolution across regions.

Where MongoDB-API compatibility quietly ends.

Why there is no replication, and when that is the point.

Durable Redis semantics and the multi-AZ write path.

When connection pinning defeats the whole point of pooling.

When a one-time migration tool gets adopted as permanent infrastructure.

Cross-region restore timing for database-sized backup sets.

Managed IBM Db2 engines on RDS infrastructure.

RDS management for databases in your vSphere environment.

Petabyte-scale columnar data warehouse.

Serverless Apache Cassandra-compatible tables.

Managed graph database for highly connected data.

Purpose-built time-series database with tiered storage.

Simple fixed-price MySQL and PostgreSQL instances.

Task role vs. execution role, and capacity-provider scaling behavior.

The cold-start and bin-packing costs of going serverless on containers.

Spare EC2 capacity at up to 90% off, with interruption notice.

Keep fleet size matched to demand automatically.

Simple VPS bundles with predictable pricing.

Run batch computing jobs at any scale without managing servers.

Managed container image registry with vulnerability scanning.

Deploy web apps and APIs from source or a container image.

Run code per-event with no servers to manage at all.

AWS infrastructure and APIs in your own datacenter.

Physical devices for edge computing and data migration.

AWS compute embedded in telecom 5G networks.

Run VMware vSphere workloads natively on AWS.

Automate building, testing, and distributing AMIs.

PaaS-style deploys on top of EC2 you still control.

Serverless interactive SQL queries over data in S3.

Managed big-data frameworks: Spark, Hadoop, Presto, and friends.

Ingest and process real-time streaming data at scale.

Load streaming data into lakes and warehouses, no code required.

Stateful stream processing with managed Apache Flink.

Fully managed Apache Kafka clusters.

Managed search and log analytics with OpenSearch.

Serverless BI dashboards with per-session pricing.

Serverless data integration, ETL jobs, and the Glue Data Catalog.

Build and govern data lakes with centralized permissions.

Collaborate on shared datasets without exposing raw data.

Find, subscribe to, and use third-party data in the cloud.

Manage and analyze capital-markets data at petabyte scale.

Serverless event bus connecting apps, SaaS, and AWS services.

Visual workflows that orchestrate distributed applications.

Fully managed message queues for decoupled services.

Pub/sub messaging and fan-out to queues, functions, and endpoints.

Managed ActiveMQ and RabbitMQ message brokers.

No-code data flows between SaaS apps and AWS services.

Managed Apache Airflow for orchestrating data pipelines.

Transform EDI documents into usable data formats.

Join or create Hyperledger Fabric and Ethereum networks.

Immutable, cryptographically verifiable transaction ledger.

Omnichannel cloud contact center with pay-as-you-go pricing.

High-volume transactional and marketing email sending.

Multichannel customer engagement: email, SMS, push.

Embed real-time voice, video, and messaging into apps.

End-to-end encrypted enterprise messaging and collaboration.

Managed business email and calendaring.

Unified supply-chain visibility and demand planning.

Palm-based identity for enterprise access control.

Visualize and analyze cost and usage over time.

Set custom cost and usage budgets with alerts.

The most granular export of your AWS billing data.

Custom pro-forma billing groups for resellers and chargeback.

Flexible commitment-based discounts on compute usage.

ML-driven alerts when spend deviates from normal patterns.

Containerize existing .NET and Java applications automatically.

Run ECS tasks on your own on-premises infrastructure.

Run EKS-consistent Kubernetes clusters on-premises.

The Kubernetes distribution that powers EKS, open sourced.

Managed OpenShift clusters, jointly operated with Red Hat.

Support plans from developer to enterprise-critical.

Official AWS courses, labs, and certification paths.

AWS operates your infrastructure to enterprise standards.

AWS consultants embedded in your cloud initiatives.

Marketplace for on-demand AWS-certified freelance experts.

Private, curated knowledge community for your organization.

Credits, tools, and guidance for startups building on AWS.

Define cloud infrastructure in real programming languages.

The unified command line for every AWS service.

Browser-based shell with AWS credentials pre-configured.

Fully managed build and continuous-integration service.

Automate deployments to EC2, Lambda, and on-premises.

Model and automate software release pipelines.

Managed artifact repository for npm, Maven, PyPI, and more.

Unified software development service with blueprints and CI/CD.

ML-powered code reviews and application profiling.

Generative AI assistant for coding and AWS operations.

Distributed tracing across microservices and serverless.

Controlled chaos-engineering experiments on AWS workloads.

Production-ready, no-cost distribution of OpenJDK.

Managed virtual desktops in the cloud.

Stream desktop applications to any browser.

Isolated browser access to internal sites and SaaS.

Low-cost dedicated device for virtual desktop access.

Full-stack hosting and backend tooling for web and mobile.

Managed GraphQL APIs with real-time subscriptions.

Test apps on real phones and browsers in the cloud.

Maps, geocoding, routing, and geofencing APIs.

Dedicated game server hosting with matchmaking and scaling.

Stream games to any device from cloud GPUs.

Connect devices to AWS over MQTT at any scale.

Run AWS compute and ML at the edge on devices.

Register, organize, and remotely manage device fleets.

Audit and monitor the security posture of device fleets.

Collect and model industrial equipment data.

Detect and respond to events from sensors and applications.

Build digital twins of real-world systems.

Collect and standardize vehicle telemetry at scale.

Process and analyze IoT device data pipelines.

Connectivity modules that offload the IoT stack from your MCU.

End-to-end machine-condition monitoring with sensors and ML.

Build, train, and deploy ML models end to end.

Foundation models from leading AI companies via one API.

Generative AI assistant grounded in your company data.

NLP for entities, sentiment, and document classification.

ML-powered enterprise search across your content.

Conversational chat and voice bots with the tech behind Alexa.

Lifelike text-to-speech in dozens of languages.

Image and video analysis: faces, objects, moderation.

Extract text, tables, and forms from documents.

Automatic speech-to-text with speaker identification.

Neural machine translation across 75+ languages.

Real-time recommendations with the tech behind Amazon.com.

Detect online fraud with models trained on your data.

Human review workflows for ML predictions.

Metrics, logs, alarms, and dashboards for everything on AWS.

Provision infrastructure as declarative templates.

Audit log of every API call in your account.

Record and evaluate resource configurations over time.

Centrally manage and govern multiple AWS accounts.

Set up and govern a secure multi-account landing zone.

Operate your fleet: patching, sessions, parameters, automation.

Curated portfolios of approved infrastructure products.

Automated checks for cost, security, and reliability.

ML-based right-sizing recommendations for compute resources.

Track and enforce software license usage.

Assess and improve application resilience posture.

Self-service deployment templates for platform teams.

Managed Grafana workspaces for metrics visualization.

Prometheus-compatible monitoring at scale.

File-based video transcoding at broadcast scale.

Encode live video streams for broadcast and OTT.

Package and originate video for just-in-time delivery.

Server-side ad insertion and channel assembly.

Reliable, secure live video transport in the cloud.

Low-latency origin storage for live video.

Managed low-latency interactive live streaming.

Ingest and store video streams for analytics and ML.

Managed render farms for visual effects and animation.

Track migrations across tools in a single place.

Lift-and-shift servers into AWS with continuous replication.

Fast, automated data transfer between storage systems.

Managed SFTP, FTPS, and FTP endpoints into S3 and EFS.

Inventory on-premises servers to plan migrations.

Replatform or refactor mainframe workloads.

Data-driven business case for moving to AWS.

Your logically isolated network inside AWS.

Authoritative DNS with health checks and routing policies.

Global CDN for low-latency content delivery.

Create, publish, and secure APIs at any scale.

Distribute traffic across targets with ALB, NLB, and GWLB.

Dedicated private network links into AWS.

Hub-and-spoke routing across VPCs and on-premises.

Private connectivity to services without traversing the internet.

Anycast IPs that route users onto the AWS backbone.

Service discovery for cloud resources by custom names.

Service mesh for observability and traffic control.

Application-layer networking across VPCs and accounts.

VPN-less access to corporate applications, zero-trust style.

Encrypted IPsec tunnels between your network and AWS.

Deploy and operate your own private cellular network.

Develop and run quantum algorithms on managed simulators and QPUs.

Fully managed ground station antennas as a service.

Identities, policies, and permissions for everything on AWS.

Workforce single sign-on across accounts and apps.

Customer identity: sign-up, sign-in, and federation for apps.

Create and control encryption keys across AWS.

Store, rotate, and retrieve credentials securely.

Intelligent threat detection across accounts and workloads.

Automated vulnerability scanning for compute workloads.

Discover and protect sensitive data in S3.

Investigate security findings with linked data graphs.

Aggregate and prioritize security findings in one place.

Web application firewall for common exploit patterns.

Managed DDoS protection for applications on AWS.

Stateful managed firewalls for your VPCs.

Centrally manage firewall rules across accounts.

Provision and auto-renew TLS certificates.

Managed private CAs for internal PKI.

Dedicated FIPS-validated hardware security modules.

Managed Microsoft Active Directory in the cloud.

Share resources securely across accounts.

Centralize security data into a purpose-built lake.

Fine-grained authorization for your applications with Cedar.

Block storage volumes for EC2 instances.

Elastic, shared NFS file systems for AWS compute.

High-performance file systems for HPC and ML.

Fully managed ONTAP file systems with NetApp features.

Managed OpenZFS file systems with snapshots and clones.

Fully managed SMB file shares built on Windows Server.

High-speed cache in front of dispersed file data.

Hybrid storage bridging on-premises apps to AWS.

Minimal-downtime recovery of on-premises and cloud servers.