TickAtlas engineering blog

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Practical tutorials, API architecture, technical indicators, economic-calendar workflows, AI integrations and production patterns from the team building TickAtlas.

53 articles in the current library Python, APIs, indicators, automation & infrastructure
reader.py
from tickatlas import Client client = Client(api_key="$TICKATLAS_API_KEY") # Market data is more useful when the engineering is clear. events = client.calendar( currencies=["USD", "EUR"], impact="high", next_hours=72 ) print(events[0].event) # Nonfarm Payrolls
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Different problems. One engineering library.

Browse the current editorial mix by format and subject without forcing every article into the same “trading” bucket.

Product focus Economic Calendar

Event-aware software, macro data workflows and release-time automation.

Developer focus AI & Agents

OpenAI, Claude, function calling, tool use and market-data context.

System design Data Pipelines

Streaming, polling, caching, validation, history and observability.

Practical builds Apps & Automation

Dashboards, newsletters, spreadsheets, Telegram, n8n and more.

Latest articles

Engineering, data and implementation.

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Tutorial

24/7 Crypto Monitoring: Building Always-On Analysis Systems

Build a monitoring system that watches crypto markets around the clock, detects significant moves, and sends alerts when conditions match your criteria.

Analysis

ADX: How to Measure Trend Strength in Your Trading Bot

Learn how the ADX indicator measures trend strength, not direction, and how to use it as a filter to dramatically improve your bot's signal quality.

Tutorial

How to Build an AI Market Analyst That Runs 24/7

Build a production-ready AI market analyst that monitors forex and crypto markets around the clock, generates daily briefings, and alerts you to opportunities via Telegram.

Guide

Algorithmic Trading for Beginners: From Zero to First Bot

A beginner-friendly guide to algorithmic trading. Learn the core concepts, pick your first strategy, and build a working bot with Python and the TickAtlas API.

Developer

Rate Limiting Strategies: How to Maximize Your API Quota

Practical techniques for working within API rate limits. Learn caching, request batching, smart polling, and quota management to get the most out of every API call.

Tutorial

Using ATR for Dynamic Stop-Loss Placement

Learn how to use Average True Range (ATR) to set volatility-adjusted stop losses that adapt to market conditions, with full code examples.

Guide

Building Autonomous Trading Agents with LLMs

A practical guide to building AI agents that autonomously monitor markets, analyze opportunities, and generate trading signals using LLMs and the TickAtlas API.

Tutorial

How to Backtest a Trading Strategy with Historical API Data

Learn how to backtest your trading strategy using historical OHLC and indicator data from the TickAtlas API. Includes a complete Python backtesting framework.

Guide

Bitcoin Technical Analysis API: RSI, MACD, and More for BTC

A developer's guide to analyzing Bitcoin with technical indicators via the TickAtlas API. Covers BTC-specific strategies, volatility management, and real code examples.

Guide

The Complete Guide to Bollinger Bands for Developers

Everything developers need to know about Bollinger Bands: the math, the API, and three proven trading strategies you can implement today.

Developer

Caching Financial Data: Redis Patterns for Trading Applications

Learn smart caching strategies for financial data using Redis. Reduce API costs, improve latency, and maintain data freshness with TTL-based patterns.

Analysis

CCI Trading Strategy: Mean Reversion with Commodity Channel Index

Build a mean reversion trading strategy using the Commodity Channel Index. Includes API integration, Python code, and signal filtering techniques.

Tutorial

How to Build a ChatGPT Trading Assistant with Real Market Data

Connect ChatGPT to live forex and crypto market data using the TickAtlas API. Build an AI trading assistant that answers questions with real-time prices and indicators.

Tutorial

Claude AI for Trading: Using Tool Use with Financial APIs

Build a Claude-powered trading analyst using Anthropic's tool use feature and the TickAtlas API for real-time market data. Includes complete Python implementation.

Analysis

Crypto Trading API Comparison: 2026 Developer's Guide

A detailed comparison of crypto and multi-asset trading APIs for developers. Features, pricing, reliability, and code examples for the top platforms.

Tutorial

Building a Crypto Trading Bot: Complete API Guide

Learn how to build a cryptocurrency trading bot that uses real-time technical indicators from the TickAtlas API to execute automated strategies on BTC, ETH, and more.

Analysis

Currency Strength Analysis: Finding the Best Pairs to Trade

Build a currency strength meter using the TickAtlas API. Compare relative strength across all major currencies to find the highest-probability forex trades.

Tutorial

How to Build a Reliable Data Pipeline for Algorithmic Trading

Design a production-grade data pipeline that collects, validates, stores, and serves financial data for algorithmic trading systems.

Tutorial

How to Deploy a Trading Bot on a VPS (24/7 Automated)

Step-by-step guide to deploying your Python trading bot on a VPS with systemd, monitoring, logging, and automatic restarts for 24/7 operation.

Guide

Economic Calendar Trading: How to Automate News-Based Strategies

Learn how to integrate economic calendar data with technical indicators to build news-aware trading strategies using the TickAtlas API.

Developer

Error Handling in Trading Systems: Why It Matters More Than You Think

Trading systems fail differently than web apps. Learn the error handling patterns that prevent small bugs from becoming expensive losses.

Tutorial

How to Build a Financial Newsletter with Automated Market Data

Create an automated financial newsletter that pulls live indicator data, generates market commentary, and sends to subscribers on a schedule.

Tutorial

Creating a Real-Time Forex Dashboard with React and API Data

Build a live forex dashboard using React, Tailwind CSS, and the TickAtlas API. Displays real-time prices, indicator signals, and currency pair comparisons.

Tutorial

How to Build a Forex Trading Bot with Python in 2026

A complete guide to building a production-ready forex trading bot using Python, the TickAtlas API for real-time data, and proven risk management techniques.

Analysis

Gold vs Forex: Using Correlation Data for Better Trades

Analyze the correlation between gold (XAUUSD) and major forex pairs. Build a correlation tracker using the TickAtlas API to identify trading opportunities.

Tutorial

Google Sheets as a Trading Journal with Live API Data

Build a powerful trading journal in Google Sheets that automatically pulls live indicator data, tracks performance, and calculates key metrics using Apps Script.

Tutorial

Building a Grid Trading Bot with Technical Indicators

Implement a grid trading strategy that uses technical indicators for dynamic grid placement, range detection, and risk management via the TickAtlas API.

Guide

Ichimoku Cloud Explained: Automating the Most Complex Indicator

Break down the Ichimoku Cloud into programmable components. Learn what each of the five lines means and how to build automated trading signals with the TickAtlas API.

Analysis

LLM-Ready Financial Data: Why Pre-Processed Indicators Beat Raw Numbers

Discover why pre-calculated technical indicators are dramatically more effective for LLM-powered trading applications than raw OHLC data, and how to structure API responses for AI consumption.

Tutorial

Building a Market Scanner: Find Oversold Forex Pairs Instantly

Build a Python market scanner that checks RSI, Bollinger Bands, and Stochastic readings across all major pairs to find oversold opportunities in seconds.

Analysis

Mean Reversion vs Trend Following: Which Strategy to Code

A data-driven comparison of mean reversion and trend following strategies. Learn when each approach works, how to detect the current regime, and which to implement first.

Analysis

How to Monitor Spreads in Real-Time

Build a spread monitoring system that tracks bid/ask spreads across multiple symbols, detects anomalies, and alerts you when trading conditions deteriorate.

Tutorial

Building a Multi-Agent Trading System with Claude and TickAtlas

Design and implement a multi-agent trading system where specialized AI agents handle analysis, risk management, and execution using real-time market data.

Tutorial

Building a Multi-Timeframe Trading Bot

Design and implement a trading bot that analyzes multiple timeframes simultaneously. Use higher timeframes for trend and lower timeframes for entry timing.

Guide

Volume Analysis with OBV and MFI: A Developer's Guide

How to use On-Balance Volume and Money Flow Index to confirm trends and spot reversals. Includes API integration examples and practical trading signals.

Tutorial

OpenAI Function Calling + Market Data: Complete Tutorial

Build an AI assistant that can fetch live market data on demand using OpenAI function calling and the TickAtlas API. Full Python implementation included.

Tutorial

Parabolic SAR: Trailing Stop-Loss Automation

How to implement automated trailing stop losses using Parabolic SAR data from the TickAtlas API, with Python code and backtesting considerations.

Guide

How to Pay for API Services with Bitcoin and Ethereum

A guide to paying for TickAtlas API access using cryptocurrency. Covers supported coins, the payment flow, subscription management, and why crypto payments make sense for trading APIs.

Guide

Prompt Engineering for Trading: Getting Better Results from AI

How to write effective prompts for AI-powered trading analysis. Covers structuring market data context, multi-step reasoning, and avoiding common pitfalls.

Developer

REST API Best Practices for Financial Data Applications

Essential patterns for building reliable financial applications on top of REST APIs: retry logic, rate limiting, data validation, and error handling.

Guide

Risk Management in Algorithmic Trading: A Developer's Guide

The complete guide to risk management for automated trading systems. Position sizing, drawdown limits, correlation risk, and the code to implement it all.

Tutorial

How to Detect RSI Divergence Programmatically

A step-by-step tutorial on detecting bullish and bearish RSI divergence using Python and the TickAtlas API. Includes peak/trough detection algorithms and working code.

Analysis

RSI vs MACD: Which Indicator is Better for Algo Trading?

A head-to-head comparison of RSI and MACD for algorithmic trading. Learn when to use each, how to combine them, and which performs better in different market conditions.

Guide

From Starting Credit to Pro: Scaling Your Trading Bot as It Grows

A practical guide to scaling your trading bot from prototype to production. Covers when to upgrade your API plan, optimize performance, and add monitoring as usage grows.

Analysis

Stochastic Oscillator: Overbought/Oversold Detection via API

Learn how the Stochastic Oscillator identifies overbought and oversold conditions, and how to integrate it into your trading system using the TickAtlas API.

Tutorial

How to Build a Telegram Trading Alert Bot in 30 Minutes

Build a Telegram bot that sends you real-time trading alerts based on RSI, MACD, and Bollinger Band signals from the TickAtlas API. Complete Python code included.

Developer

Testing Trading Strategies: Unit Tests, Integration Tests, and Paper Trading

A developer's guide to testing trading systems at every level. From unit testing signal logic to integration testing API calls to paper trading in production.

Analysis

Top 10 Technical Indicators Every Trading Bot Needs

A ranked breakdown of the 10 most effective technical indicators for algorithmic trading, with API examples and strategy tips for each one.

Analysis

WebSocket vs REST for Trading: When to Use Each

A practical comparison of WebSocket and REST architectures for trading applications. Learn when polling beats streaming and how to choose the right approach.

Guide

XAUUSD (Gold) Technical Analysis via API: Complete Guide

A complete guide to analyzing gold (XAUUSD) programmatically using the TickAtlas API. Covers the indicators that work best for gold and common gold-specific strategies.

Technical Indicators

Getting Started with Technical Analysis via API

A comprehensive introduction to using the TickAtlas API for technical analysis, covering the most popular indicators and how to combine them.

Fintech Development

Building a Trading Bot with Python and TickAtlas

Step-by-step tutorial on building an automated trading system using Python, the TickAtlas API, and RSI-based strategies.

Trading Strategies

Understanding RSI Divergence for Better Trade Entries

How to identify and trade RSI divergence patterns using real-time API data. Includes code examples and backtesting results.

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