SShortSingh.
Back to feed

Developer shows how to test market data health without live market access

0
·1 views

A blog post on DEV Community presented a Python function for assessing the health of a financial market data feed. The function evaluates inputs like market open status, timestamps, and data receipt times to classify data freshness. It is designed for testing observability without needing live market credentials or a running WebSocket connection. The accompanying article explains the logic for handling edge cases like stale data and system clock differences. The post includes test fixtures to validate the classification behavior under various simulated conditions.

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 ·

Docker addresses "it works on my machine" by packaging apps with environments.

Docker helps solve the common problem where software runs on a developer's machine but fails in other environments due to differing setups. It packages an application with its runtime dependencies into a single, portable image. This approach aims to ensure the application runs consistently across different machines and setups. However, Docker does not fix inherent application flaws like bugs or security vulnerabilities, which still require separate engineering efforts.

0
ProgrammingDEV Community ·

FlowPay and Kimi integrate to enable crypto payments for AI agents and autonomous systems

FlowPay is a crypto payment infrastructure designed for integration by businesses, developers, and AI agents. The system provides payment capabilities via API, CLI, webhooks, and other interfaces without requiring traditional dashboards. Kimi adds an intelligence layer that interprets complex blockchain transaction data for both humans and autonomous agents. This integration aims to facilitate agent-to-agent payment workflows and simplify payment support issues. The partnership addresses the growing need for autonomous systems to interact reliably with payment networks.

0
ProgrammingDEV Community ·

AI Semantic Search Improves Patent Discovery by Understanding Meaning Beyond Keywords

Patent research is often hindered by the varied terminology used to describe similar technologies. Traditional keyword searches can miss relevant documents that use different terms for the same concept. AI-powered semantic search addresses this by using models to find documents based on conceptual meaning rather than exact word matches. This allows researchers to discover patents they might otherwise overlook. However, semantic similarity does not guarantee technical equivalence, requiring careful human review of the results.

0
ProgrammingDEV Community ·

EU DSA mandates feed choice for large platforms, investigates addictive design

The European Union's Digital Services Act requires platforms with over 45 million EU users to offer a choice between algorithmic and chronological feeds. On July 10, 2026, the Commission announced preliminary findings that Meta's Facebook and Instagram may be in breach of the DSA over features like infinite scroll and autoplay. Earlier, on February 6, 2026, the Commission had also taken action against TikTok for similar design concerns. These developments indicate the EU is intensifying scrutiny of how platforms manage user attention and choice. The enforcement actions are currently preliminary findings, not final determinations.

Developer shows how to test market data health without live market access · ShortSingh