惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
A
About on SuperTechFans
IT之家
IT之家
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
Blog — PlanetScale
Blog — PlanetScale
aimingoo的专栏
aimingoo的专栏
云风的 BLOG
云风的 BLOG
The GitHub Blog
The GitHub Blog
Vercel News
Vercel News
G
Google Developers Blog
J
Java Code Geeks
宝玉的分享
宝玉的分享
T
Tailwind CSS Blog
Cloudbric
Cloudbric
L
LINUX DO - 最新话题
MyScale Blog
MyScale Blog
H
Heimdal Security Blog
PCI Perspectives
PCI Perspectives
Attack and Defense Labs
Attack and Defense Labs
S
Security @ Cisco Blogs
Latest news
Latest news
I
Intezer
L
Lohrmann on Cybersecurity
C
CXSECURITY Database RSS Feed - CXSecurity.com
月光博客
月光博客
T
Threatpost
博客园 - 【当耐特】
S
Schneier on Security
P
Privacy International News Feed
G
GRAHAM CLULEY
T
Tenable Blog
AWS News Blog
AWS News Blog
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
雷峰网
雷峰网
博客园 - Franky
Engineering at Meta
Engineering at Meta
美团技术团队
S
Secure Thoughts
T
Troy Hunt's Blog
Microsoft Security Blog
Microsoft Security Blog
SecWiki News
SecWiki News
V
Visual Studio Blog
人人都是产品经理
人人都是产品经理
Application and Cybersecurity Blog
Application and Cybersecurity Blog
Cisco Talos Blog
Cisco Talos Blog
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
Martin Fowler
Martin Fowler
Webroot Blog
Webroot Blog
Google DeepMind News
Google DeepMind News
H
Hackread – Cybersecurity News, Data Breaches, AI and More

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" — What Actually Happened Comfy Cloud’s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions — here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points — Here's What I Found About How Markets Really Move EcoTrack AI — Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant Common SOC 2 Failures (Real World) Stop Vibe-Checking Your AI App: A Practical Guide to Evals How to Use SonarQube and SonarScanner Locally to Level Up Your Code Quality Your Next To-Do App Is Dead — I Replaced Mine with an OpenClaw AI Sign a Nostr event in 60 lines of Python using coincurve — no nostr-sdk, no nbxplorer, no rust toolchain ITGC Audit Explained Like You’re in Big 4 Patch Tuesday abril 2026: Microsoft parcha 163 vulnerabilidades y un zero-day en SharePoint Stop scraping everything: a better way to track competitor price changes Listing on MCPize + the Official MCP Registry while routing payments OUTSIDE the marketplace — how I kept 100% of my x402 revenue Building an AI-Powered Risk Intelligence System Using Serverless Architecture Why We Ripped Function Overloading Out of Our AI Toolchain Testing AI-Generated Code: How to Actually Know If It Works SaaS Churn Is Killing Your Business. Here Is What to Do About It (Without a Support Team) The Speed of AI Is No Longer Linear - And Self-Improving Models Are Why How to Implement RBAC for MCP Tools: A Practical Guide for Engineering Teams From Standard Quote to Persuasive Proposal: AI Automation for Arborists I built a CLI that scaffolds complete multi-tenant SaaS apps Axios CVE-2025–62718: The Silent SSRF Bug That Could Be Hiding in Your Node.js App Right Now The dashboard that ended our friendship Data Pipelines Explained Simply (and How to Build Them with Python) The Hidden Cost of AI Systems Nobody Talks About. undefined vs undeclared, and how typeof behaves Switching from file-based jobs to NATS/Kafka in Rust without changing code io_uring Adventures: Rust Servers That Love Syscalls Why Agentic AI is Killing the Traditional Database The POUR principles of web accessibility for developers and designers Quantum Neural Network 3D — A Deep Dive into Interactive WebGL Visualization How To Install Caveman In Codex On macOS And Windows Automation Pipeline Reliability: Why Your Workflow Breaks When Nobody Is Watching I Built an 'Open World' AI Coding Agent — It Works From ANY Folder From Freelancing to Product: A Tech Service Company's SaaS Transformation China's AI Giants: Adding Tencent Hunyuan & ByteDance Doubao to AI University (74 Providers) On the Vibe Coders and Their Lies clerk: Auto-Summarize Your Claude Code Sessions AI Weekly — 2026/04/10–04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground AI 週報 — 2026/04/10–2026/04/17 模型封鎖潮來了,但工具鏈才是真戰場 Maybe this is how Open-Source apps are born... 🚀 Fine-Tune LLMs with LoRA and QLoRA: 2026 Guide tRPC v11 + Next.js App Router: End-to-End Type Safety Without the Boilerplate ShadCN UI in 2026: Why I Stopped Installing Component Libraries and Started Owning My Components SaaS Billing in React Server Components: Stripe + Supabase Without a Single `useEffect` Join our DEV Weekend Challenge — $1,000 in Prizes Across TEN winners! Submissions Due April 20 at 6:59 AM UTC. Implementing FSRS Spaced Repetition in Flutter + Supabase — Adding Memory Science to an AI Learning App "I Texted My Localhost From the Train — Claude Code Fixed the Bug Before I Got Home" I Built a Sales Prep AI and It Went Deeper Than Expected Design to Code #2: One JSON, Eleven Outputs Solving the 100M-Row Problem: A Summary Table Pattern for High-Volume Push Notification Logs Flutter Web With Wasm: What Actually Changes For Developers I Built 50 Royalty-Free Soundtracks for My Side Project in a Weekend Using AI Music Generation The Vibe Coding Security Checklist: 7 Things to Check Before You Ship Stop Letting Googlebot Guess Fix Your React App's SEO Right Desconstruindo o Streaming do LinkedIn: Como Criar um Engine de Extração de Vídeo de Alta Performance com HLS e FFmpeg (EDA Part-1) EDA (Exploratory Data Analysis) Explained With Real Life — Why Looking at Your Data Is the Most Important Step in Machine Learning Brand Relationship Management at Scale: Our 4-Touch Outreach System for 200+ Brands Why String.fromEnvironment() Might Return an Empty String in Dart JGuardrails 1.0.0 — Hardening Java LLM Apps Against Jailbreaks, Toxicity, and Prompt Injection Plan and Schedule a Full Week of Threads Content From One Claude Conversation Coding Cat Oran Ep3, Five Tables Changed Everything Updated: BFF Pattern I'm done watching freelancers get buried by 200 proposals. So I'm building the alternative. This is my first post BFS Algorithm in Java Step by Step Tutorial with Examples Tracking LLM Pricing Monthly: An Open Dataset for 22 AI Models How We Measure Content ROI on a Comparison Site: Revenue Attribution Without Perfect Data Introducing Nova AI Ops: The AI-Native Operating System for SRE Teams I built a free desktop video downloader for Windows — Grabbit How Talkie OCR Helps Vision-Impaired & Dyslexic Users Read the World Around Them VRCFaceTracking安装和iPhone面捕配置教程,有bug Even CrowdStrike Can't See Your Agents The Automation Gold Rush: What n8n Workflows and Claude Are Opening Up for Developers Right Now
If someone asked you who accessed your production database last Tuesday, could you answer?
Alex Serban · 2026-05-19 · via DEV Community

Two scenarios.

Your biggest prospect sends over a security questionnaire.
Question 47: "Can you provide per-user audit trails for all production database access?" Or a customer emails saying they think their account may have been accessed by someone who shouldn't have had access. You have 24 hours to respond.

Both questions come down to the same thing: who ran what query, and when?

Most teams can't answer that. Not because they have no logs because their logs don't answer that question.

In March 2026, Italy's data protection authority fined Intesa Sanpaolo €31.8M. Not a breach, not data sold one employee ran 6,637 queries across 3,573 customer records over two years, no access controls stopped them, and no anomaly detection fired. Query logs existed. Per-user attribution didn't. When the regulator asked who ran those queries, the bank couldn't say.

The shared credentials problem

Most engineering teams handle production database access the same way. One readonly role. Credentials in a 1Password vault or a .env.production in secrets manager. Shared across everyone who needs it.

It works until it doesn't. A few situations where it bites:

An enterprise prospect asks for SOC 2 evidence. CC6.1 and CC7.2 require logical access controls and monitoring of system activity. Your answer: "We use a shared readonly role with pg_audit logging." Their security team: "We need per-user attribution, not role-level attribution." Deal paused.

A regulator or customer's lawyer asks about a specific record. "Show me every access to this customer's account in March." Your pg_audit logs show readonly_user ran a SELECT on the users table. You have 15 engineers sharing that role. You cannot answer the question.

An engineer leaves under bad terms. You rotate the shared credential or you don't, because rotating means hunting down every CI pipeline, every .env, every tunnel they might have set up. And even if you do rotate it, you still have no idea what they accessed in their last two weeks. The logs show readonly_user and nothing else.

What pg_audit actually gives you

pg_audit is a solid extension. You should have it. Here's a typical log entry:

2026-03-15 14:23:11 UTC [12847]: LOG:  AUDIT: SESSION,42,1,READ,SELECT,TABLE,
app.users,"SELECT id, email, created_at FROM users WHERE id = $1",<not logged>

Enter fullscreen mode Exit fullscreen mode

You get the role, the statement type, the object accessed, the full query text, and the timestamp.

What you don't get: which human ran this, whether they were authorized to access that table, or which fields came back.

If every engineer has their own PostgreSQL role, pg_audit gives you genuine per-user attribution. If they share a role, you get role-level attribution. You can prove readonly_user ran a query. You can't prove it was Alex from the backend team, or that Alex's access was authorized at that time.

pg_audit is necessary. On a shared role, it's not sufficient.

What Teleport and Boundary give you

Teleport and Boundary solve the attribution problem at the session level. Each engineer authenticates with their own identity, that identity gets attached to the database session, the session is recorded. A real step up from shared credentials.

The limits are worth understanding. Both are perimeter-based they secure the path through the approved tunnel. If a credential exists anywhere else (a CI variable with a hardcoded connection string, a developer's local .env from before Teleport was rolled out, an old bastion rule someone forgot to clean up) that path is wide open.

Session recordings also create volume. To answer "which queries touched this customer record in March," you're either replaying recordings or building a search layer on top. For a regulator audit or a subject access request, being able to query logs directly beats replaying session recordings one by one, that's a real problem.

Both tools are worth having. They don't close the field-level problem.

The field-level gap nobody talks about

An engineer debugging a billing issue runs:

SELECT * FROM customers WHERE id = $1

Enter fullscreen mode Exit fullscreen mode

That returns customer_id, created_at, plan_tier and also iban, date_of_birth, ssn. The engineer needed the first three. They got all six. The billing bug didn't require those fields. Returning them is a data minimization risk under GDPR Art. 5(1)(c), whether or not the access was logged.

PostgreSQL column-level privileges exist but break down with CTEs, subqueries, and joins in ways that are easy to misconfigure. The bigger issue is that most teams have never applied field-level controls to internal database access at all. They applied data minimization to their external APIs and assumed internal access was different.

The regulation doesn't make that distinction.

An architecture that closes all three gaps

The fix that actually works: engineers don't connect directly to production. This sounds annoying until you see what it enables.

Instead, they call named, typed query functions. get_order_by_id(order_id). search_customers(email_prefix). Those functions run in a policy evaluation layer between the engineer and the database. Before the query reaches Postgres, it attaches user identity from the auth context, evaluates field-level policies (does this user's role permit access to iban fields here? if not, mask or reject), and writes to an append-only audit table.

INSERT INTO audit_log (
  user_id, user_email, function_name, parameters,
  rows_returned, field_policies_applied, called_at
) VALUES (
  'usr_abc123', 'alex@company.com', 'get_order_by_id',
  '{"order_id": "ord_xyz789"}', 14,
  '{"iban": "masked", "ssn": "masked"}',
  '2026-03-15T14:23:11Z'
);

Enter fullscreen mode Exit fullscreen mode

The audit table is INSERT-only. No UPDATE, no DELETE. When Alex leaves, you revoke their identity in one place. No credential rotation across 12 pipelines.

How the options compare:

Control Per-user attribution Field-level control Revocable on offboarding Immutable log
Shared DB role No No No No
pg_audit (shared role) No No No Yes
Teleport / Boundary Yes No Partial Yes
Application-layer proxy Yes Yes Yes Yes

You can build this yourself. The pieces exist in the Postgres ecosystem. Whether it's worth the build time and maintenance is a separate question.


This is what Scalple implements, free for teams under 15 users. Either waycan you answer "who accessed that record and when" before someone asks?