Twitter / X scraping for public tweet data, trending topics, and user profile metadata.

Built for social listening, brand monitoring, trend research, and NLP dataset pipelines.

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Core datasets we typically deliver for this target.

Scope is tailored to your target pages and business requirements.

Public tweet and thread data collection

Configurable for one-time projects or recurring delivery.

Hashtag and trending topic monitoring

Configurable for one-time projects or recurring delivery.

User profile and follower data extraction

Configurable for one-time projects or recurring delivery.

Brand mention and sentiment dataset building

Configurable for one-time projects or recurring delivery.

Typical fields in delivered output.

Datasets can be sent to your cloud bucket in JSON, CSV, Parquet, or custom schema.

  • Tweet text, author, publish date, tweet ID
  • Like count, retweet count, reply count, quote count
  • Hashtags, mentions, URLs in tweet
  • User name, username, bio, follower count, following count

Practical constraints and delivery expectations.

We keep commitments realistic based on target behavior and agreed project scope.

  • Only publicly accessible tweet data is in scope — DMs and protected accounts are not extractable.
  • Twitter / X has significantly tightened API access — web extraction strategies are used where API access is constrained.
  • Delivery supports one-time and continuous collection schedules.

One-time extraction or continuous pipelines.

Send us a quick inquiry and we will scope a solution for you.

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