SShortSingh.
Back to feed

Open-source library ccxt-resilience cuts Cloudflare 403 errors for crypto trading bots

0
·2 views

Developers automating cryptocurrency exchanges via the ccxt library often encounter intermittent 403 Forbidden errors triggered by Cloudflare's WAF, which flags legitimate bots based on HTTP client reputation rather than API key issues. A developer working on an OKX trading bot identified the pattern and built ccxt-resilience, an Apache-2.0 open-source Python library to address it. The library's harden function adjusts the HTTP client's User-Agent, Accept-Language header, and timeout settings to reduce false positives from Cloudflare challenges. A companion with_retry utility applies exponential backoff with jitter exclusively to transient errors such as 403s, 429s, and timeouts, while immediately re-raising authentication or logic errors to avoid masking real bugs. The library is available via pip and works with or without ccxt installed, and its transient-error classification logic is fully inspectable and replaceable by users.

Read the full story at DEV Community

This is an AI-generated summary. ShortSingh links to the original source for the complete article.

Discussion (0)

Log in to join the discussion and vote.

Log in

Related stories

0
ProgrammingDEV Community ·

Detecting AI agents is largely a myth, security researcher argues

A security researcher argues that sophisticated AI agents using real browsers on residential connections are technically indistinguishable from human users by design. Since such agents carry genuine browser fingerprints, clean IP addresses, and real email inboxes, standard detection signals like navigator.webdriver flags can be trivially bypassed. The researcher contends that most vendors either detect only unsophisticated bots, read self-declared headers, or sell false certainty while profiting from an ongoing arms race. Rather than focusing on per-request detection, the author suggests that behavioral patterns — such as one device spanning many addresses or dozens of signups from a single subnet — are more reliable signals. The piece concludes that identity verification and traffic-shape analysis are more effective approaches than attempting direct agent detection.

0
ProgrammingDEV Community ·

AI Agents Now Pass All Bot Checks, Forcing a Rethink of Online Verification

Modern AI agents can satisfy every standard bot-detection signal — using real browsers, residential IPs, verified mailboxes, and human-like cursor movement — because they genuinely operate these tools rather than spoofing them. This means traditional checks are functioning correctly yet returning a misleading result, as they were designed to ask whether something is automated, not whether it is authorized. The author argues that 'is this automated?' has become the wrong question, since capable AI agents will always pass such tests. A more useful framing, they suggest, is 'on whose authority is this acting, and can that party be held accountable?' — shifting the paradigm from bot detection toward delegated authentication. The piece raises a practical concern for developers building signup and checkout flows: legitimate users' AI assistants may already be getting blocked, often without anyone noticing.

0
ProgrammingDEV Community ·

Developer Kills Trading Hypothesis Early by Testing Core Assumption Before Backtesting

A software developer exploring automated trading strategies proposed that undervalued small-cap stocks are more likely to be acquired via tender offer bids (TOBs), potentially generating returns. Instead of building a full backtest, he chose to first verify the core premise directly using raw data on roughly 582 real TOB cases. He compared TOB occurrence rates between an 'undervalued small-cap' group and all other listed companies, using market capitalization and price-to-book ratio below 1x as defining criteria. The analysis revealed no meaningful difference in TOB rates between the two groups, disproving the central mechanism of the hypothesis. By attacking the most uncertain assumption first, he avoided weeks of wasted development work on a fundamentally flawed strategy.