We extract breaking news, political updates, editorials, author metadata, and comments from vanguardngr.com. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.
Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.
Complete list of extractable fields for Article Metadata objects from vanguardngr.com. All fields typed and schema-versioned.
"article_id": "VN-849201", "url": "https://www.vanguardngr.com/2026/05/cbn-announces-new-monetary-policy/", "headline": "CBN announces new monetary policy framework", "author_name": "Babajide Komolafe", "category": "Business", "published_at": "2026-05-12T08:30:00Z", "tags": "['CBN', 'Economy', 'Monetary Policy', 'Nigeria']", "word_count": 845
| # | article_id | url | headline | subheadline | author_name | author_url |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Full Text Content objects from vanguardngr.com. All fields typed and schema-versioned.
"article_id": "VN-849201", "url": "https://www.vanguardngr.com/2026/05/cbn-announces-new-monetary-policy/", "headline": "CBN announces new monetary policy framework", "body_text": "The Central Bank of Nigeria has introduced a revised monetary framework aimed at stabilising the Naira...", "pull_quotes": "['This intervention is necessary to curb inflation.']", "embedded_links": "['https://www.vanguardngr.com/category/business/']", "scraped_at": "2026-05-12T09:15:22Z"
| # | article_id | url | headline | body_text | body_html | pull_quotes |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Author Profiles objects from vanguardngr.com. All fields typed and schema-versioned.
"author_id": "AUTH-104", "author_name": "Babajide Komolafe", "profile_url": "https://www.vanguardngr.com/author/babajide/", "twitter_handle": "@babajide_k", "bio_text": "Economy and Finance Editor at Vanguard Newspapers.", "article_count": 1240, "role": "Editor"
| # | author_id | author_name | profile_url | twitter_handle | bio_text | article_count |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Category Feeds objects from vanguardngr.com. All fields typed and schema-versioned.
"category_name": "Politics", "category_url": "https://www.vanguardngr.com/category/politics/", "page_number": 1, "total_results": 45020, "featured_article": "https://www.vanguardngr.com/2026/05/senate-passes-new-electoral-act/", "headlines": "['Senate passes new electoral act', 'Governors meet over revenue sharing']", "publication_dates": "['2026-05-12T07:15:00Z', '2026-05-12T06:45:00Z']"
| # | category_name | category_url | page_number | article_urls | headlines | publication_dates |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Comments & Engagement objects from vanguardngr.com. All fields typed and schema-versioned.
"comment_id": "CMT-99231", "article_id": "VN-849201", "user_name": "NaijaWatcher", "comment_text": "This policy will only work if implementation is strict.", "posted_at": "2026-05-12T10:05:12Z", "upvotes": 45, "downvotes": 2, "is_reply": false
| # | comment_id | article_id | user_name | comment_text | posted_at | upvotes |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Vanguardngr features a heavy advertising footprint, dynamic content loading, and complex pagination. Our extraction pipeline strips the noise and delivers clean, structured journalism data.
Headlines, bylines, publication timestamps, and complete body text extracted cleanly without advertising artifacts or boilerplate navigation.
Vanguardngr injects multiple ad units within article bodies. We parse the raw HTML to strip inline scripts, banners, and sponsored content blocks.
Publication and update times are parsed, standardised to UTC, and formatted as ISO 8601 strings for accurate time-series analysis.
Extract primary categories, sub-categories, and article-specific tags to maintain the site's editorial taxonomy in your database.
Map articles to specific journalists, capturing author bios, social handles, and historical publication volume.
Extract user comments, replies, and engagement metrics from embedded discussion widgets to gauge public sentiment.
Navigate deep pagination across category pages to extract years of historical news data for NLP training corpora.
Configure high-frequency polling on the homepage and top category feeds to capture breaking news within minutes of publication.
Capture high-resolution featured images, embedded video URLs, and all internal/external hyperlinks within the article body.
Brief in. Clean data out.
Provide category URLs, keyword sets, or specific author pages. We design the extraction schema together.
We configure Scrapy / Playwright crawlers, proxy rotation, session management, and CAPTCHA handling for vanguardngr.com.
Schema validation, null-rate checks, content-truncation detection, and sample articles before full launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Extracting clean data from modern news sites requires handling aggressive caching, anti-bot protections, and unstructured HTML. Here is how we manage vanguardngr.com.
News sites inject programmatic ads directly into paragraph nodes. Our extraction logic uses structural heuristics to isolate the actual editorial content, stripping out inline JavaScript, iframes, and promotional widgets.
Extracting historical articles requires navigating thousands of paginated category feeds. We handle infinite scroll implementations and standard pagination links to ensure zero data loss during historical backfills.
Vanguardngr utilises Cloudflare and rate-limiting to block aggressive crawlers. We distribute requests across residential IP pools and manage browser fingerprints to maintain uninterrupted access.
User comments and certain media elements load asynchronously via JavaScript. We deploy Playwright to execute page scripts and wait for network idle states before extracting the final DOM.
News articles often change URLs or receive updates post-publication. We track unique article IDs and hash the content body to detect revisions, delivering clean updates rather than duplicate records.
Risk analysts monitor political developments, policy changes, and security updates across Nigerian states.
AI researchers ingest historical archives to train language models on Nigerian English dialects and regional context.
PR firms and corporate communications teams track brand mentions, executive coverage, and crisis events in real time.
Financial institutions analyse editorial tone and user comments to gauge public sentiment on economic policies.
Quantitative funds extract business news and central bank announcements to inform algorithmic trading models.
Other media organisations track publication velocity, author output, and trending topics to inform their own editorial strategy.
"Vanguardngr holds the pulse of Nigerian politics and business, but extracting clean text from its ad-heavy layout requires precision engineering."
Most teams underestimate the investment required: reliable news scraping requires bypassing aggressive caching layers, cleaning unstructured HTML, handling infinite scroll, and normalising timestamps across timezones. DataFlirt absorbs that complexity so your engineers can focus on NLP and analysis.
Everything supported by our vanguardngr.com scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.
Open-source tooling on proven cloud infra — no vendor lock-in, full observability.
Scrapy handles crawl orchestration, deduplication, and retry logic. Playwright handles JavaScript rendering, cookie sessions, and interaction flows. Combined via scrapy-playwright middleware.
We maintain pools of residential ISP proxies. Rotation happens per-request with sticky sessions where required. IP score monitoring prevents blacklisted pool contamination.
Pipelines run on AWS Lambda (burst) and ECS (sustained). Airflow handles scheduling, dependency management, and SLA alerting. All state stored in managed Postgres.
Data delivered to where your team already works — no new tooling required.
About vanguardngr.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available news articles is generally permissible for analysis and indexing purposes. DataFlirt targets only public, non-authenticated editorial content. We do not extract personal data or circumvent authentication walls. Clients should review copyright laws and consult legal counsel regarding the reproduction or commercial use of scraped journalistic content.
Our extraction logic targets specific structural HTML nodes containing the editorial body. We use custom middleware to strip out inline scripts, iframes, and div containers associated with programmatic advertising networks, ensuring the final output is clean text.
Yes. We can traverse category pagination to extract historical articles dating back to the limits of the site's digital archive. This is typically executed as a one-off bulk backfill prior to setting up a continuous pipeline.
For breaking news monitoring, we can configure pipelines to poll the homepage and specific category feeds (e.g., Politics, Business) at sub-15-minute intervals, delivering new articles via Webhook immediately upon detection.
We extract the URLs for featured images, inline article images, and embedded videos or social media posts. We do not download the media files themselves, but provide the direct links in the structured output.
Yes. We use headless browsers to render the comment widgets, extracting the commenter name, timestamp, comment body, and engagement metrics (upvotes/downvotes).
Our minimum engagement typically starts with a defined category scope or a historical backfill of at least 10,000 articles. Contact us with your specific volume requirements for a scoped quote.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a daily feed of political news or a historical archive dump for NLP training, we scope, build, and operate the pipeline. Tell us what you need.
