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

Martin Fowler
Martin Fowler
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
博客园 - 聂微东
IT之家
IT之家
GbyAI
GbyAI
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
Y
Y Combinator Blog
博客园 - 【当耐特】
The Cloudflare Blog
宝玉的分享
宝玉的分享
罗磊的独立博客
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
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
V
Visual Studio Blog
小众软件
小众软件
博客园_首页
Last Week in AI
Last Week in AI
J
Java Code Geeks
V
V2EX
雷峰网
雷峰网
Apple Machine Learning Research
Apple Machine Learning Research
阮一峰的网络日志
阮一峰的网络日志
腾讯CDC
博客园 - 司徒正美
Engineering at Meta
Engineering at Meta
The GitHub Blog
The GitHub Blog
H
Hackread – Cybersecurity News, Data Breaches, AI and More
D
DataBreaches.Net
博客园 - 三生石上(FineUI控件)
MyScale Blog
MyScale Blog
云风的 BLOG
云风的 BLOG
The Register - Security
The Register - Security
M
MIT News - Artificial intelligence
Microsoft Azure Blog
Microsoft Azure Blog
T
The Blog of Author Tim Ferriss
N
Netflix TechBlog - Medium
F
Full Disclosure
B
Blog
H
Help Net Security
C
Check Point Blog
WordPress大学
WordPress大学
人人都是产品经理
人人都是产品经理
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
Jina AI
Jina AI
酷 壳 – CoolShell
酷 壳 – CoolShell
Blog — PlanetScale
Blog — PlanetScale
L
LangChain Blog
P
Proofpoint News Feed
D
Docker
Microsoft Security Blog
Microsoft Security Blog

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
PostgreSQL 22P02 Error: Causes and Solutions Complete Guide
umzzil nng · 2026-06-14 · via DEV Community

umzzil nng

PostgreSQL Error 22P02: invalid text representation

PostgreSQL error 22P02 invalid_text_representation occurs when you try to convert a string value into a specific data type, but the string's format is incompatible with that type. This is one of the most common errors in production environments, typically surfacing during user input processing, ETL pipelines, or API integrations where data types aren't strictly validated before hitting the database.


Top 3 Causes & Fixes

1. Invalid Cast to Numeric or Date Types

Passing a non-numeric string to an integer or numeric column, or a malformed string to a date/timestamp column, is the most frequent cause.

-- ❌ This will fail
INSERT INTO users (age) VALUES ('twenty-five');
-- ERROR:  invalid input syntax for type integer: "twenty-five"

-- ✅ Validate before casting using regex
SELECT
    CASE
        WHEN raw_value ~ '^\d+$' THEN raw_value::integer
        ELSE NULL
    END AS safe_age
FROM staging_users;

-- ✅ Safe date parsing with validation
SELECT
    CASE
        WHEN raw_date ~ '^\d{4}-\d{2}-\d{2}$' THEN raw_date::date
        ELSE NULL
    END AS safe_date
FROM staging_events;

2. Malformed UUID Values

The uuid type in PostgreSQL enforces a strict xxxxxxxx-xxxx-xxxx-xxxx-xxxxxxxxxxxx format. Missing hyphens, wrong length, or invalid characters will all trigger 22P02.

-- ❌ This will fail (missing hyphens)
SELECT 'a0eebc999c0b4ef8bb6d61bd1a200001'::uuid;
-- ERROR:  invalid input syntax for type uuid

-- ✅ Create a reusable validation function
CREATE OR REPLACE FUNCTION is_valid_uuid(input TEXT)
RETURNS BOOLEAN AS $$
BEGIN
    PERFORM input::uuid;
    RETURN TRUE;
EXCEPTION WHEN invalid_text_representation THEN
    RETURN FALSE;
END;
$$ LANGUAGE plpgsql;

-- ✅ Use the function to safely filter records
SELECT *
FROM incoming_orders
WHERE is_valid_uuid(order_uuid_text);

-- ✅ Fix a 32-char hex string by inserting hyphens
SELECT (
    LEFT(raw_uuid, 8) || '-' ||
    SUBSTRING(raw_uuid, 9, 4) || '-' ||
    SUBSTRING(raw_uuid, 13, 4) || '-' ||
    SUBSTRING(raw_uuid, 17, 4) || '-' ||
    RIGHT(raw_uuid, 12)
)::uuid
FROM (SELECT 'a0eebc999c0b4ef8bb6d61bd1a200001' AS raw_uuid) t;

3. Undefined ENUM Values

PostgreSQL ENUM types are case-sensitive and only accept pre-defined labels. Inserting 'Active' when the ENUM defines 'active' will throw this error.

-- ❌ Case mismatch causes the error
UPDATE users SET status = 'Active'::user_status;
-- ERROR:  invalid input syntax for type user_status: "Active"

-- ✅ Normalize to lowercase before casting
UPDATE users SET status = LOWER('Active')::user_status;

-- ✅ Add a missing value to the ENUM
ALTER TYPE user_status ADD VALUE IF NOT EXISTS 'suspended';

-- ✅ Check valid ENUM labels before bulk update
SELECT enumlabel
FROM pg_enum
JOIN pg_type ON pg_enum.enumtypid = pg_type.oid
WHERE pg_type.typname = 'user_status';


Quick Prevention Tips

Use a staging table pattern for ETL. Load all raw data as TEXT first, validate format with regex, then insert into the production table. Isolate bad rows into an error table instead of failing the entire batch.

-- Load raw data as TEXT
CREATE TABLE stg_raw_users (raw_id TEXT, raw_age TEXT, raw_dob TEXT);

-- Insert only valid rows into production
INSERT INTO users (id, age, date_of_birth)
SELECT raw_id::integer, raw_age::integer, raw_dob::date
FROM stg_raw_users
WHERE raw_id  ~ '^\d+$'
  AND raw_age ~ '^\d+$'
  AND raw_dob ~ '^\d{4}-\d{2}-\d{2}$';

Use DOMAIN types and CHECK constraints to enforce format rules at the database level, catching bad data before it ever reaches a column.

CREATE DOMAIN positive_integer AS INTEGER CHECK (VALUE > 0);
CREATE DOMAIN valid_email AS TEXT
    CHECK (VALUE ~ '^[^@]+@[^@]+\.[^@]{2,}$');

CREATE TABLE contacts (
    id    positive_integer PRIMARY KEY,
    email valid_email NOT NULL
);


Related Errors

Code Name Note
22003 numeric_value_out_of_range Format is valid, but value exceeds type range
22007 invalid_datetime_format Datetime-specific format error
42804 datatype_mismatch Wrong type passed to a function or operator

📖 Want a more detailed guide?
Check out the full in-depth version (Korean) on oraerror.com — includes detailed analysis, additional SQL examples, and prevention tips.