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KeklikTechnologies

News and media

News publication and aggregator data extraction

Full article content from the publications, trade press, wires, and aggregators that cover your sector.

Headline monitoring tells you a story exists. Deciding whether it matters usually needs the article — who is quoted, what was announced, which competitor is named in paragraph six.

We monitor the publications, trade press, wire services, and aggregators that actually cover your sector, pull the article content, and classify it so what reaches your team is the part worth reading.

publications and aggregators
Sources
National press · Trade press · Wires · Aggregators · Blogs
Geography
Any market and language
Scope unit
Publication list, keyword set, or section
Refresh
Hourly or daily per publication
Content
Full article text where publicly readable
Classification
Relevance, topic, and sentiment
Deduplication
Syndicated and wire copies collapsed
Alerting
Slack, email, or webhook on your thresholds
Formats
JSON · NDJSON · CSV · Parquet
9 specified parameters

Fields

What you receive.

The usual set. Fields can be added or dropped per project — you pay for what you take.

News and aggregators fields

14
  • Headline, standfirst, and article URL
  • Full article body text
  • Publication name and domain
  • Author and byline
  • Published and last-updated timestamps
  • Section, tags, and topic labels
  • Language and market
  • Named entities: companies, people, places
  • Quotes and attributed statements
  • Syndication group where copies are detected
  • Paywall or partial-access flag
  • Image and media URLs
  • Relevance score against your brief
  • Optional sentiment score

Questions

Asked before.

Which publications can you cover?

Send the list. Most publicly readable publications and trade titles are straightforward. Where a title is fully paywalled we capture the headline and metadata and say plainly that the body is not available.

Can you cut out the noise?

Yes, and this is the part that decides whether a feed gets used. Relevance classification is tuned against a set of examples you mark up as useful or not, which takes an afternoon and changes everything.

What about the same wire story on forty sites?

Syndicated copies are detected and collapsed to one record with the copies listed, so you read the story once.

Can it reach us in Slack?

Yes — Slack, email, or a webhook, filtered to the threshold you set rather than everything that matched.

Next step

Get News and aggregators data running.

Send the fields, the geography, and how fresh it needs to be. You will get back what is achievable and what it costs to run, usually within a day.