A Macie bucket labeled "Not sensitive" often just means Macie never read it. Extensionless objects, unsupported storage classes, unreachable KMS keys and quota truncation all produce silence that looks identical to a clean result. Here's how to measure coverage, fix the four gaps, tune identifiers, and keep the bill honest.
A user pool set to "MFA: Required" can still let clinicians in on a password alone. This is a practical guide to Cognito MFA for healthcare apps: why federated users bypass enforcement, how the account recovery collision locks people out, why required MFA and adaptive authentication cannot coexist, and how to make session lifetimes match what your documentation claims.
Most accounting-firm document vaults do not fail at the bucket. They fail at the edges: a download link that outlives the engagement, a KMS key policy as wide as the bucket policy, a retention lock that cannot be undone, and an audit trail nobody switched on. Six failure families, and the control that closes each.
A confident answer with a citation from a matter the reader was walled off from. Nothing crashed, nothing alerted. Building legal document intelligence on AWS with Textract, Bedrock and OpenSearch is the easy half; the hard half is tenant isolation, verified deletion, S3 Object Lock holds, what leaves the account, and an audit trail that names the actual user.
Before I quote AWS work, I run a read-only account health check: six passes covering identity, logging, region sprawl, infrastructure code, cost shape and support escalation. Here are the commands, the pass tests, and the findings that change the number.
The demo works, then someone sees records they shouldn't. Nothing errors. Here's how to build a Salesforce AI assistant with Amazon Bedrock that respects your sharing model: which doors AWS and Salesforce just closed, why identity propagation is the failure mode that bites, and how to shape the tool surface so the agent can't wander.
Encrypting a Secret before you commit it only closes one of the five places that value comes to rest. Here is how to keep Kubernetes secrets out of Git properly: Sealed Secrets, SOPS and External Secrets compared honestly, the key-backup problem nobody plans for, and what to actually do when a credential is already in your history.
Podman is the better-designed container engine and Docker is the better-supported one. A working engineer's comparison: the architectural difference that drives everything, where each one wins and loses, the four things that genuinely break in a migration (compose, the Docker socket, privileged ports, restart on boot), and a decision procedure to run against your own setup.
Agentforce and AWS wire together in four standard patterns, and every one of them has a point where Salesforce's guarantees stop and yours start. This traces a single request across each boundary it crosses, covers the Trust Layer default most write-ups get wrong (LLM data masking is disabled for agents), and sets out what changes the moment a callout lands in your own account: retention, audit trail, and user identity that does not travel.
Asked how many open opportunities an account had, the assistant said five. It had nineteen. Retrieval returned five chunks and the model counted them. CRM data is structured and RAG is built for text, so the preparation work is mostly deciding which questions are retrieval and which are queries.