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

GbyAI
GbyAI
T
Tenable Blog
Webroot Blog
Webroot Blog
L
Lohrmann on Cybersecurity
S
Securelist
S
Schneier on Security
NISL@THU
NISL@THU
Know Your Adversary
Know Your Adversary
C
Cybersecurity and Infrastructure Security Agency CISA
T
The Exploit Database - CXSecurity.com
L
LINUX DO - 热门话题
C
CXSECURITY Database RSS Feed - CXSecurity.com
O
OpenAI News
I
Intezer
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
TaoSecurity Blog
TaoSecurity Blog
S
Secure Thoughts
Application and Cybersecurity Blog
Application and Cybersecurity Blog
P
Privacy International News Feed
H
Hacker News: Front Page
N
Netflix TechBlog - Medium
M
MIT News - Artificial intelligence
博客园 - Franky
PCI Perspectives
PCI Perspectives
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
Microsoft Azure Blog
Microsoft Azure Blog
MongoDB | Blog
MongoDB | Blog
L
LangChain Blog
P
Proofpoint News Feed
S
Security Affairs
WordPress大学
WordPress大学
The Last Watchdog
The Last Watchdog
S
SegmentFault 最新的问题
小众软件
小众软件
F
Full Disclosure
博客园 - 叶小钗
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
T
The Blog of Author Tim Ferriss
Simon Willison's Weblog
Simon Willison's Weblog
P
Palo Alto Networks Blog
Security Latest
Security Latest
P
Proofpoint News Feed
月光博客
月光博客
T
Tailwind CSS Blog
Scott Helme
Scott Helme
Hacker News - Newest:
Hacker News - Newest: "LLM"
Google Online Security Blog
Google Online Security Blog
T
Threat Research - Cisco Blogs
Help Net Security
Help Net Security
Project Zero
Project Zero

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
Supabase Webhooks Deep Dive — Database Triggers, pg_net & Edge Function Patterns
kanta13jp1 · 2026-05-03 · via DEV Community

kanta13jp1

Supabase Webhooks Deep Dive — Database Triggers, pg_net & Edge Function Patterns

Supabase Webhooks let you react to INSERT/UPDATE/DELETE events on any table and call an external endpoint or an Edge Function automatically. Under the hood it uses the pg_net extension to fire non-blocking HTTP requests directly from PostgreSQL triggers.

How it works

DB change → pg_net (async HTTP) → Edge Function or external endpoint

Enter fullscreen mode Exit fullscreen mode

Configuring via Dashboard

  1. Database → Webhooks → Create a new hook
  2. Select table and events (INSERT / UPDATE / DELETE)
  3. Provide an endpoint URL
  4. Set HTTP method and headers

Controlling pg_net directly in SQL

create extension if not exists pg_net;

-- Fire a POST from within a SQL function
select net.http_post(
  url := 'https://your-project.supabase.co/functions/v1/notify-user',
  body := json_build_object(
    'user_id', NEW.user_id,
    'event', 'new_message'
  )::jsonb,
  headers := '{"Authorization": "Bearer <service-role-key>",
               "Content-Type": "application/json"}'::jsonb
);

Enter fullscreen mode Exit fullscreen mode

Pattern: send a welcome email on user sign-up

create or replace function public.handle_new_user()
returns trigger language plpgsql security definer as $$
begin
  perform net.http_post(
    url := current_setting('app.settings.supabase_url')
           || '/functions/v1/send-welcome-email',
    body := json_build_object(
      'user_id', NEW.id,
      'email', NEW.email,
      'display_name', NEW.raw_user_meta_data->>'display_name'
    )::jsonb,
    headers := json_build_object(
      'Authorization', 'Bearer '
        || current_setting('app.settings.service_role_key'),
      'Content-Type', 'application/json'
    )::jsonb
  );
  return NEW;
end;
$$;

create trigger on_auth_user_created
  after insert on auth.users
  for each row execute procedure public.handle_new_user();

Enter fullscreen mode Exit fullscreen mode

Scheduled jobs with pg_cron

create extension if not exists pg_cron;

-- Delete expired sessions every night at 00:00 UTC
select cron.schedule(
  'cleanup-expired-sessions',
  '0 0 * * *',
  $$delete from user_sessions where expires_at < now();$$
);

-- Flag overdue WBS tasks every hour
select cron.schedule(
  'check-overdue-wbs-tasks',
  '0 * * * *',
  $$
    update wbs_tasks set status = 'overdue'
    where deadline < now()
      and status not in ('completed', 'overdue');
  $$
);

Enter fullscreen mode Exit fullscreen mode

Webhook security — HMAC signature verification

export async function verifyWebhookSignature(
  req: Request,
  secret: string
): Promise<boolean> {
  const signature = req.headers.get("x-supabase-webhook-signature");
  if (!signature) return false;

  const body = await req.text();
  const key = await crypto.subtle.importKey(
    "raw",
    new TextEncoder().encode(secret),
    { name: "HMAC", hash: "SHA-256" },
    false,
    ["sign"]
  );
  const sig = await crypto.subtle.sign("HMAC", key, new TextEncoder().encode(body));
  const expected =
    "sha256=" +
    Array.from(new Uint8Array(sig))
      .map((b) => b.toString(16).padStart(2, "0"))
      .join("");

  return signature === expected;
}

Enter fullscreen mode Exit fullscreen mode

Retry failed webhooks automatically

create table if not exists webhook_logs (
  id bigint generated always as identity primary key,
  event_type text not null,
  payload jsonb not null,
  response_status int,
  retry_count int default 0,
  created_at timestamptz default now()
);

-- Retry every 5 minutes, up to 3 attempts
select cron.schedule('retry-failed-webhooks', '*/5 * * * *', $$
  select net.http_post(
    url := 'https://your-project.supabase.co/functions/v1/process-event',
    body := payload,
    headers := '{"Content-Type":"application/json"}'::jsonb
  )
  from webhook_logs
  where response_status >= 500
    and retry_count < 3
    and created_at > now() - interval '24 hours';
$$);

Enter fullscreen mode Exit fullscreen mode

Real-world usage at Jibun K.K.

  • Auto-post to X on achievement insertpost-x-update EF called via Database Webhook
  • WBS overdue detectionpg_cron flags tasks hourly and triggers Slack notification
  • AI University sitemap update — fires when a new provider is inserted into ai_university_providers

Quick reference

Scenario Tool
DB change → external service Database Webhooks (Dashboard)
DB change → Edge Function pg_net.http_post in trigger
Scheduled batch pg_cron.schedule
Webhook auth HMAC SHA-256 signature check

With Webhooks and pg_cron combined, you can automate entire backend workflows without touching a single line of frontend code.