DateKeep

The definitive date and time utility

Date & Time in Programming: A Guide for Developers and Data Scientists

October 19, 2025

Handling dates and times is one of the most deceptively complex tasks in software development. Time zones, data formats, and storage standards can create a minefield of bugs if not managed correctly. This guide outlines the essential best practices that every developer and data scientist should follow.

Rule #1: The Gold Standard is Always UTC

The single most important rule is to always store and transmit dates and times in Coordinated Universal Time (UTC). Storing time in a local time zone (like "America/New_York") creates ambiguity. Does it account for Daylight Saving Time? What happens if the laws for that time zone change? Storing everything in UTC creates a single, unambiguous source of truth. All conversions to a user's local time zone should happen on the client-side (in the browser or app) just before display.

See how time in UTC translates to other zones with our Time Zone Converter. Try it now!

Unix Time: The Ultimate Machine-Readable Format

For databases and internal systems, the Unix timestamp—the number of seconds since January 1, 1970—is the most efficient format. It's a single integer, which is fast to store, query, and compare. However, it's not human-readable. A common pattern is to use Unix timestamps for backend storage and convert them to a human-readable format for display or logging.

Quickly convert between Unix timestamps and readable dates with our Timestamp Converter. Try it now!

The Format Battle: Why ISO 8601 Wins

When you need a human-readable date format for APIs, logs, or file names, there is only one correct choice: ISO 8601. The format `YYYY-MM-DDTHH:mm:ss.sssZ` is the international standard for a reason. Its key advantage is that it is both human-readable and lexicographically sortable. When you sort a list of ISO 8601 strings alphabetically, they are also sorted chronologically. This completely avoids the "MM/DD/YYYY" vs. "DD/MM/YYYY" ambiguity.

Ensure your dates are in the correct format with our Date Format Converter. Try it now!

Handling Time Zone Conversions on the Client-Side

The best practice is to send UTC time from your server to the client. The user's web browser or device knows its own local time zone and can handle the conversion automatically. In JavaScript, you can create a `Date` object from a UTC string and then use methods like `.toLocaleString()` or libraries like `date-fns` to display it in the user's local time without ever needing to know what that time zone is.

Further Reading

Validate Your Date and Time Logic

Use our collection of date and time utilities to test, validate, and convert your data, ensuring your application is robust and error-free.

All ToolsArticles