Public Data Feeds

Formats

• JSON: for API integrations and applications.
• NDJSON: for streaming pipelines and batch imports.
• CSV: for Excel / Google Sheets / BI.
• Analytics JSON/CSV: daily aggregated market indices.
• RSS: for subscriptions and new jobs monitoring.
• Jobs changelog NDJSON: stream of published jobs updates.
• Product changelog NDJSON: updates of the platform and pipeline itself.

URL

• /feeds/jobs.json.php
• /feeds/jobs.ndjson.php
• /feeds/jobs.csv.php
• /feeds/analytics.json.php
• /feeds/analytics.csv.php
• /feeds/jobs.rss.php
• /feeds/changelog.ndjson.php
• /feeds/product-changelog.ndjson.php
• /research/data/market-research-latest.json
• /research/data/market-research-summary-latest.csv

Parameters

• limit - number of rows (default 200, max 1000)
• offset - offset (for JSON/NDJSON)
• since - ISO datetime, for example 2026-02-25T00:00:00Z
• salary_only=1 - only jobs with salary
• include_description=0 - drop description text (reduces payload size)
• from and to - day range for analytics feeds (YYYY-MM-DD format)
• include_channels=1 - include channels leaderboard in analytics.json
• channels_limit - channel count limit in channels_latest (for analytics.json)

Example: /feeds/jobs.json.php?limit=100&since=2026-02-25T00:00:00Z&salary_only=1

Analytics example: /feeds/analytics.json.php?limit=60&include_channels=1&channels_limit=20

Data schema

• id, url, title, company
• vertical_tags, role_tags, seniority
• work_format, location
• salary.raw/min/max/currency/period/type
• apply.url, apply.contacts[]
• source_count, is_direct, is_verified
• first_seen_at, last_seen_at

Related analytics pages

• /market-pulse/ - public dashboard of market indices and trends.
• /channels/ - Telegram channels quality leaderboard.
• /reports/ - weekly reports with pattern /reports/weekly-YYYY-WW/.
• /methodology/ - full protocol and formulas.

FAQ

• Which format should I choose? JSON for apps, NDJSON for ETL, CSV for spreadsheets, RSS for subscriptions.
• How do I pull only new records? Use since + limit.
• How do I fetch only jobs with salary? Use parameter salary_only=1.
• How do I track job updates? Use /feeds/changelog.ndjson.php and read updates by updated_at.
• Where can I view product updates? Use /feeds/product-changelog.ndjson.php or page /changelog.php.