Aggregate breaking crypto and stock news from multiple sources

Collects and filters crypto and stock headlines from multiple sources into one clean feed.

How the work actually flows

A straight line. Runs once per each news source.

Pattern: Sequence (1) ยท Multiple Instances with a priori Design-Time Knowledge (13)

flowchart TD trig(["checks sources on schedule"]):::trigtime s0[["check news sources"]]:::mi s1["normalize headlines"]:::task s2["filter spam and noise"]:::task s3["remove duplicate stories"]:::task s4["deliver combined feed"]:::svc trig --> s0 s0 --> s1 s1 --> s2 s2 --> s3 s3 --> s4 out[/"clean deduplicated news feed"/]:::out pay{{"no missed market moving news"}}:::pay s4 --> out out --> pay classDef task fill:#e7f6fe,stroke:#34b8f0,color:#2c2a29 classDef svc fill:#f6f8fa,stroke:#7c8795,color:#2c2a29 classDef mi fill:#e7f6fe,stroke:#0079a8,color:#2c2a29,stroke-width:2px classDef human fill:#fff,stroke:#0079a8,color:#0079a8 classDef store fill:#f6f8fa,stroke:#0079a8,color:#2c2a29 classDef trig fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigtime fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigdata fill:#8ad4f5,stroke:#0079a8,color:#06314c,font-weight:bold classDef gate fill:#fff,stroke:#e8a23d,color:#6b4708,font-weight:bold classDef out fill:#1f9d6b,stroke:#167a53,color:#fff,font-weight:bold classDef pay fill:#06314c,stroke:#021f33,color:#fff
Starts itA stepAn outside serviceRuns once per itemResultPayoff
Build size
Advanced

A larger build with multiple systems, AI reasoning, and custom rules.

Business functions
Research & Market IntelligenceAPI & Webhook Integration
Connects
CoinDeskCoinTelegraphGoogle NewsX

The problem it solves

Staying on top of breaking market news means checking several different sites and feeds, and sifting out the noise, spam, and duplicate stories yourself. By the time you've pulled it all together, you could have missed the moment that mattered.

Who it fits

A trader, investor, or market-focused team that needs a single filtered news feed.

How it works

  1. The system checks multiple news sources on a schedule
  2. Headlines are normalized into a consistent format
  3. Irrelevant and spammy items are filtered out using keyword rules
  4. Duplicate stories already seen before are removed
  5. The clean, combined feed is delivered to your app or dashboard
What you get

Market headlines gathered from every source

You get a single filtered feed combining crypto and stock headlines from all your sources, with duplicates removed automatically.

What you get

A deduplicated, filtered feed of crypto and stock market headlines delivered wherever you want to view it.

What you need

Access to the news sources you choose to track, and a destination endpoint to receive the feed.

We can build this. But should you?

The hard question is not how to build it. It is whether this is the right thing to build first.

That is what a Fractional Chief AI Officer figures out with you, before anyone writes a line of code.

Let's Talk Strategy

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