We extract full article text, author intelligence, category mapping, and historical archives from Punchng. 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 Articles objects from punchng.com. All fields typed and schema-versioned.
"article_id": "PUN-2023-847291", "url": "https://punchng.com/cbn-announces-new-fx-policy/", "headline": "CBN announces new FX policy for commercial banks", "author": "John Doe", "pub_date": "2023-10-24T08:30:00Z", "category": "Business", "tags": "['CBN', 'Forex', 'Economy']", "image_url": "https://cdn.punchng.com/wp-content/uploads/2023/10/cbn-building.jpg"
| # | article_id | url | headline | subheadline | author | pub_date |
|---|---|---|---|---|---|---|
| 1 | ||||||
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| 3 |
Complete list of extractable fields for Authors objects from punchng.com. All fields typed and schema-versioned.
"author_id": "AUTH-492", "author_name": "Jane Smith", "author_url": "https://punchng.com/author/janesmith/", "twitter_handle": "@janesmith_punch", "bio": "Senior correspondent covering national politics and policy.", "article_count": 412, "topics": "['Politics', 'Elections', 'Senate']"
| # | author_id | author_name | author_url | twitter_handle | bio | article_count |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Categories objects from punchng.com. All fields typed and schema-versioned.
"category_id": "CAT-METRO", "category_name": "Metro Plus", "category_url": "https://punchng.com/topics/metro-plus/", "article_count": 15420, "latest_headline": "Lagos taskforce impounds 42 vehicles", "scraping_timestamp": "2023-10-24T09:15:22Z", "parent_category": "News"
| # | category_id | category_name | category_url | article_count | top_tags | latest_headline |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Comments objects from punchng.com. All fields typed and schema-versioned.
"comment_id": "CMT-99281", "article_url": "https://punchng.com/cbn-announces-new-fx-policy/", "username": "NaijaObserver", "comment_text": "This policy will help stabilise the naira in the long run.", "timestamp": "2023-10-24T10:05:12Z", "upvotes": 45, "downvotes": 2, "replies_count": 4
| # | comment_id | article_url | username | comment_text | timestamp | upvotes |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Search Results objects from punchng.com. All fields typed and schema-versioned.
"keyword": "budget 2024", "position": 1, "headline": "President presents 2024 budget to National Assembly", "url": "https://punchng.com/president-presents-2024-budget/", "author": "Political Desk", "pub_date": "2023-11-15T14:20:00Z", "snippet": "The President on Wednesday presented the 2024 appropriation bill...", "match_score": 0.98
| # | keyword | position | headline | url | author | pub_date |
|---|---|---|---|---|---|---|
| 1 | ||||||
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| 3 |
Our Punchng scraper handles the entire news site structure: infinite scroll, category pagination, author archives, and dynamic content loading - with full anti-bot circumvention built in.
Clean text, paragraphs, and blockquotes stripped of native advertising and tracking scripts.
Track journalists, beats, output frequency, and social media handles across all published articles.
Deep crawl capabilities to extract historical news records from inception to present day.
Extract taxonomy data across Politics, Business, Metro Plus, and Sports sections.
Capture public user reactions, upvotes, and comment threads on controversial articles.
Extract high-resolution featured images, captions, and inline media URLs.
Sub-5-minute latency pipelines for breaking news and continuous media monitoring.
Monitor mentions of specific entities, politicians, or brands via site search scraping.
DOM sanitisation logic removes sponsored blocks, newsletter popups, and injected elements.
Brief in. Clean data out.
Provide target categories, author URLs, keyword sets, or historical date ranges. We design the extraction schema together.
We configure Scrapy / Playwright crawlers, proxy rotation, and Cloudflare handling for punchng.com.
Schema validation, null-rate checks, and text parsing verification before full launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or API webhook on agreed cadence.
News sites deploy aggressive caching, dynamic loading, and bot protection. Here is how we maintain stable extraction.
Punchng frequently routes traffic through Cloudflare to mitigate DDoS attacks. Our infrastructure uses Playwright with stealth plugins and residential IPs to solve JavaScript challenges and maintain valid session cookies.
News archives often rely on infinite scroll or complex AJAX pagination. We intercept network requests and simulate user scrolling to ensure complete extraction of historical articles without missing records.
The raw DOM contains native advertising, injected scripts, and newsletter popovers. Our parsers isolate the core article container, stripping out noise to deliver clean, readable text payloads.
News stories are frequently updated after initial publication. We maintain state on previously scraped articles and emit diffs when headlines, text, or timestamps change.
Media sites update their CMS themes regularly. Our observability stack detects schema drift and null-rate spikes, alerting our engineers to update selectors before data quality degrades.
Data science teams train language models on Nigerian English syntax and local context using large-scale article corpora.
PR agencies and brands track mentions, sentiment, and share of voice across major Nigerian publications.
Analysts track policy announcements, election coverage, and economic indicators reported in the press over time.
News aggregators and financial dashboards ingest real-time feeds of business and political updates.
Communications teams monitor author beats and publication frequency to target press releases effectively.
Academic institutions and researchers preserve digital public records and track narrative shifts over decades.
"Punchng represents the largest digital record of Nigerian news, politics, and culture - but extracting structured intelligence from it requires dedicated infrastructure."
Most teams underestimate the investment required: reliable news scraping requires handling Cloudflare challenges, parsing messy DOM structures, stripping native advertising, and monitoring for article updates. DataFlirt absorbs that complexity so your engineers can focus on the analysis - not the infrastructure.
Everything supported by our punchng.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 infinite scroll interactions.
We maintain pools of residential ISP proxies across global regions. Rotation happens per-request with sticky sessions where required to bypass bot protection.
Pipelines run on AWS Lambda and ECS. 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 punchng.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available news articles and headlines is generally permissible under fair use and public data doctrines. DataFlirt targets only public, non-authenticated content. We do not bypass hard paywalls or extract private user data. Clients should consult legal counsel for their specific commercial use cases.
We use residential ISP proxies, full Playwright browser sessions with realistic fingerprints, and request timing modelled on human behaviour to bypass JS challenges and maintain valid sessions.
Real-time streaming pipelines achieve sub-5-minute latency for breaking news on specified category pages. Full historical archives can be configured as one-off bulk exports.
Yes. We configure deep crawls that traverse pagination and date-based archives to extract complete historical records from the site's available inception date.
Yes. Our change detection system hashes article content and emits a diff record if a headline, body text, or publication timestamp is modified after initial extraction.
Our smallest packages start at defined category monitoring or one-off historical dumps. 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 one-off historical archive dump or a continuous real-time news feed - we scope, build, and operate the pipeline. Tell us what you need.
