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

C
Check Point Blog
GbyAI
GbyAI
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
U
Unit 42
美团技术团队
NISL@THU
NISL@THU
C
Cisco Blogs
SecWiki News
SecWiki News
N
Netflix TechBlog - Medium
Forbes - Security
Forbes - Security
Cloudbric
Cloudbric
雷峰网
雷峰网
T
Tailwind CSS Blog
博客园 - 司徒正美
The Register - Security
The Register - Security
L
LangChain Blog
S
Security Affairs
Hacker News - Newest:
Hacker News - Newest: "LLM"
B
Blog
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
T
Threat Research - Cisco Blogs
I
InfoQ
S
Schneier on Security
L
Lohrmann on Cybersecurity
量子位
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
Martin Fowler
Martin Fowler
Schneier on Security
Schneier on Security
F
Fortinet All Blogs
TaoSecurity Blog
TaoSecurity Blog
K
Kaspersky official blog
Google DeepMind News
Google DeepMind News
Cisco Talos Blog
Cisco Talos Blog
PCI Perspectives
PCI Perspectives
Attack and Defense Labs
Attack and Defense Labs
WordPress大学
WordPress大学
Microsoft Azure Blog
Microsoft Azure Blog
H
Help Net Security
Project Zero
Project Zero
The GitHub Blog
The GitHub Blog
D
Docker
N
News | PayPal Newsroom
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
H
Hacker News: Front Page
云风的 BLOG
云风的 BLOG
Microsoft Security Blog
Microsoft Security Blog
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
博客园 - 聂微东
Webroot Blog
Webroot Blog
MongoDB | Blog
MongoDB | 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
Financial Custody: Managing Balance and Portfolio with Eventual Consistency
Roberto de V · 2026-05-01 · via DEV Community

Hey folks!

Continuing the My Broker B3 series, we've reached one of the most business-logic-rich services in the ecosystem: the Broker Wallet API.

In previous posts we built the B3 infrastructure (market price sync and matching engine). Now we enter the financial core of the broker. This service is the guardian of the investor's money and assets — it needs to be correct above all else.


🏦 What is the Wallet API?

The trading-broker-wallet is the financial custody service of the ecosystem. Its responsibility is to react to order lifecycle events and ensure the user's money and assets are managed correctly at each step.

It doesn't receive direct buy commands — it listens to Kafka events and acts according to each order's status:

Kafka: order-events-v1
         │
    ┌────┴────────────────────────┐
    │                             │
 PENDING                       FILLED / REJECTED
    │                             │
 reserveBalance()          settleOrder() / refundBalance()
    │                             │
 Blocks balance            Settles or refunds

Enter fullscreen mode Exit fullscreen mode


🎯 Why is the Wallet so Critical?

Imagine the following scenario without proper custody:

  1. User has R$ 1,000 available
  2. Places a buy order for R$ 800
  3. Before the order is processed, places another order for R$ 500
  4. Both orders are executed → user ends up with negative balance

The wallet solves this with the concept of blocked balance: the moment an order enters as PENDING, the value is immediately reserved. The available balance is always balance - blockedBalance.


🛠️ Tech Stack

Technology Usage
Java 21 + Spring Boot 3.5.11 Service core
MySQL + Flyway Operational persistence and versioning
Spring Kafka Order event consumption
Spring Data Redis Real-time prices for portfolio valuation
SpringDoc OpenAPI Swagger UI documentation

🏗️ The Data Model

Before diving into the logic, it's important to understand the three entities that support the service:

Account
├── userId (UNIQUE)
├── balance          ← total balance (includes blocked amount)
├── blockedBalance   ← amount reserved for PENDING orders
└── currency

Account (1) ──▶ (N) Position
                     ├── ticker
                     ├── quantity
                     └── averagePrice

WalletTransaction (audit log)
├── orderId
├── userId
├── transactionType  ← RESERVE | SETTLEMENT | REFUND
└── amount

Enter fullscreen mode Exit fullscreen mode

The blockedBalance is the central piece of custody. The balance never goes below zero — only blockedBalance goes up and down as orders progress through their lifecycle.


🔄 The Order Lifecycle in the Wallet

Step 1 — PENDING: Reserving the Balance

When an order is created, it arrives as PENDING. The wallet must immediately block the maximum amount that could be debited (quantity × limit price):

@Transactional
public void reserveBalance(OrderEventDTO event) {
    BigDecimal amountToReserve = event.getPrice().multiply(event.getQuantity());

    Account account = accountRepository.findByUserId(event.getUserId())
            .orElseThrow(() -> new RuntimeException("Account not found for user: " + event.getUserId()));

    // Available = balance - blockedBalance
    BigDecimal availableBalance = account.getAvailableBalance();

    if (availableBalance.compareTo(amountToReserve) < 0) {
        throw new RuntimeException("Insufficient balance to reserve funds.");
    }

    // Only blockedBalance increases — total balance stays intact
    account.setBlockedBalance(account.getBlockedBalance().add(amountToReserve));
    accountRepository.save(account);

    // Audit record
    walletTransactionRepository.save(WalletTransaction.builder()
            .userId(event.getUserId())
            .orderId(event.getOrderId())
            .transactionType(TransactionType.RESERVE)
            .amount(amountToReserve)
            .build());
}

Enter fullscreen mode Exit fullscreen mode

Important point: the total balance doesn't change at this step. Only blockedBalance increases. The money is still in the account — it's just reserved.

Step 2a — FILLED: Settling the Order

The order was executed by the Matching Engine. Now the money actually leaves. But here's a subtlety: the executed price may differ from the reserved price.

Example: user placed a buy order with a limit of R$ 30.00, but the market executed at R$ 29.50. The reserved amount was R$ 300 (10 shares × R$ 30), but the actual executed amount was R$ 295 (10 × R$ 29.50). The R$ 5.00 difference automatically becomes available again.

@Transactional
public void settleOrder(OrderEventDTO event) {
    BigDecimal totalReserved = event.getPrice().multiply(event.getQuantity());
    BigDecimal totalExecuted = event.getExecutedPrice().multiply(event.getQuantity());

    Account account = accountRepository.findByUserId(event.getUserId())
            .orElseThrow(() -> new RuntimeException("Account not found"));

    // Release the initial block
    BigDecimal newBlockedBalance = account.getBlockedBalance().subtract(totalReserved);
    account.setBlockedBalance(newBlockedBalance.compareTo(BigDecimal.ZERO) < 0
            ? BigDecimal.ZERO
            : newBlockedBalance);

    // Debit the actual executed amount from total balance
    account.setBalance(account.getBalance().subtract(totalExecuted));
    accountRepository.save(account);

    // Update asset position
    updatePosition(event, account);
}

Enter fullscreen mode Exit fullscreen mode

Step 2b — REJECTED: Refunding the Balance

The order was rejected (price outside market range, ticker not found in Redis, etc.). The blocked money becomes available again:

@Transactional
public void refundBalance(OrderEventDTO event) {
    BigDecimal amountToRefund = event.getPrice().multiply(event.getQuantity());

    Account account = accountRepository.findByUserId(event.getUserId())
            .orElseThrow(() -> new RuntimeException("Account not found for refund"));

    // Only subtract from blockedBalance — total balance was never touched
    if (account.getBlockedBalance().compareTo(amountToRefund) >= 0) {
        account.setBlockedBalance(account.getBlockedBalance().subtract(amountToRefund));
    } else {
        log.warn("Refund amount exceeds blocked balance for order {}", event.getOrderId());
        account.setBlockedBalance(BigDecimal.ZERO);
    }

    accountRepository.save(account);
}

Enter fullscreen mode Exit fullscreen mode


📊 Weighted Average Price Calculation

When a purchase is settled, we need to update the user's position in that asset. The weighted average price ensures that purchases made at different times are correctly reflected:

New Average Price = (Current Cost + New Cost) / (Current Qty + New Qty)

Enter fullscreen mode Exit fullscreen mode

private void updatePosition(OrderEventDTO event, Account account) {
    Position position = positionRepository
            .findByAccountIdAndTicker(account.getId(), event.getTicker())
            .orElse(Position.builder()
                    .account(account)
                    .ticker(event.getTicker())
                    .quantity(BigDecimal.ZERO)
                    .averagePrice(BigDecimal.ZERO)
                    .build());

    boolean isSell = "SELL".equalsIgnoreCase(event.getSide());

    if (isSell) {
        BigDecimal newQuantity = position.getQuantity().subtract(event.getQuantity());
        if (newQuantity.compareTo(BigDecimal.ZERO) <= 0) {
            positionRepository.delete(position);
            return;
        }
        position.setQuantity(newQuantity);
        // Average price stays the same on sell
    } else {
        // BUY: recalculate weighted average price
        BigDecimal currentCost = position.getAveragePrice().multiply(position.getQuantity());
        BigDecimal newCost = event.getExecutedPrice().multiply(event.getQuantity());
        BigDecimal totalQuantity = position.getQuantity().add(event.getQuantity());
        BigDecimal newAveragePrice = currentCost.add(newCost)
                .divide(totalQuantity, 4, RoundingMode.HALF_UP);

        position.setQuantity(totalQuantity);
        position.setAveragePrice(newAveragePrice);
    }

    positionRepository.save(position);
}

Enter fullscreen mode Exit fullscreen mode

Practical example:

  • Purchase 1: 10 PETR4 shares at R$ 30.00 → average price = R$ 30.00
  • Purchase 2: 5 PETR4 shares at R$ 33.00 → average price = (300 + 165) / 15 = R$ 31.00

🐛 Critical Bugs Fixed

During the code review, I identified issues that would cause silent failures in production:

1. Guaranteed NPE on first deposit
New account created without initializing blockedBalance. The first call to getAvailableBalance() would throw NullPointerException.

// ❌ Before
Account.builder()
    .balance(BigDecimal.ZERO)
    // blockedBalance missing → NPE

// ✅ After
Account.builder()
    .balance(BigDecimal.ZERO)
    .blockedBalance(BigDecimal.ZERO)

Enter fullscreen mode Exit fullscreen mode

2. Withdraw validated total balance, not available balance
Allowed withdrawing money that was blocked in pending orders:

// ❌ Before — allows withdrawing reserved funds
if (account.getBalance().compareTo(amount) < 0)

// ✅ After — validates only what's available
if (account.getAvailableBalance().compareTo(amount) < 0)

Enter fullscreen mode Exit fullscreen mode

3. SELL increased position instead of decreasing it
The updatePosition() method always added quantity, completely ignoring the side field. Selling 10 shares would add 10 to the position.

4. Kafka consumer silently swallowed exceptions
Errors were logged but the offset was committed — the message was discarded without retry. Now the consumer rethrows the exception so Kafka can apply its retry policy correctly.


🔒 Idempotency

To prevent duplicates in case of Kafka reprocessing, we added a database constraint:

-- V4 migration
ALTER TABLE wallet_transactions
    ADD CONSTRAINT uq_order_transaction UNIQUE (order_id, transaction_type);

Enter fullscreen mode Exit fullscreen mode

If the same PENDING event arrives twice, the second insert will fail with a constraint violation — preventing the balance from being blocked twice for the same order.


🌐 REST API

Method Endpoint Description
POST /api/v1/wallet/{userId}/deposit Deposit funds
POST /api/v1/wallet/{userId}/withdraw Withdraw available funds
GET /api/v1/wallet/{userId}/summary Summary: balance + positions + total equity
GET /api/v1/wallet/{userId}/positions List asset positions
GET /api/v1/wallet/{userId}/transactions Transaction history

📄 Swagger UI: http://localhost:8085/swagger-ui.html


✅ Validating the Execution

With the application running locally:

  • ✅ Flyway applied all 4 migrations successfully
  • ✅ Hibernate validated the schema
  • ✅ Kafka consumer connected and subscribed to order-events-v1
  • ✅ Consumer group trading-broker-wallet synced
  • ✅ Swagger UI with 5 documented endpoints at http://localhost:8085/swagger-ui.html

🚀 What's Next?

With the Wallet ready to react to order events, the next step is building the trading-broker-order — the orchestrator that will manage the complete order lifecycle:

  1. Receive buy/sell intent via REST
  2. Validate the ticker against trading-broker-asset
  3. Save the order as PENDING and publish to Kafka
  4. Send the order to the Matching Engine via RabbitMQ
  5. Consume the result and update the final status

Once that service is ready, we'll have the first complete end-to-end flow: from the user's click all the way to the updated wallet balance.

Got any questions about the custody logic or the PENDING → FILLED → REJECTED cycle? Drop them in the comments!


🔎 About the Series

⬅️ Previous Post: The Heart of B3: Building the Matching Engine with RabbitMQ and Redis

📘 Series Index: Series Roadmap


Links: