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FivetranUsability issues

Consultant finds dbt's UI messy and cluttered, suggests AI integration for improvement

What happened

A Consultant at an Enterprise company (1000+ employees) using dbt reports that the UI can become messy and cluttered when multiple models are open, suggesting an improvement with AI integration. While dbt is easy to use for SQL-driven materializations, the UI detracts from the experience.

Source

From the reviews

  • 5 of 5
    “The UI could use a bit of improvement. After opening different models, it starts to look a little messy and cluttered. Cortex can be added by default to add models using AI.”

    Anish G., ConsultantJun 21, 2026View

Extracted by Autobound

From the Signal API record
Signal
Usability issues

What this signalsReview themes often show where customers may look for an alternative.

Star rating
5 of 5
Reviewer
Anish G.
Reviewer details
Consultant

More product review signals at other companies

The full record

From the Signal API record

Extraction

Detected
Jul 14, 2026
signal_type
product-reviews
signal_subtype
UsabilityIssues

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The API returns more than this page shows

This page shows a preview. The full product-reviews record in the Signal API and MCP can also have these 8 fields. Some fields are empty for some signals.

Company

  • linkedin_urlValue in the API
  • industriesValue in the API
  • employee_count_lowValue in the API
  • employee_count_highValue in the API
  • revenueValue in the API
  • descriptionValue in the API

Signal

  • signal_nameValue in the API
  • associationValue in the API
Show the full JSONThe record on this page and the API request

GET /v1/signals/bfae0797-0279-4382-89c9-9589f335364c returns this record as JSON. POST /v1/companies/enrich returns every signal for fivetran.com.

{
  "signal_id": "bfae0797-0279-4382-89c9-9589f335364c",
  "signal_type": "product-reviews",
  "signal_subtype": "UsabilityIssues",
  "detected_at": "2026-07-14T05:35:36.288+00:00",
  "company": {
    "name": "Fivetran",
    "domain": "fivetran.com"
  },
  "data": {
    "summary": "A Consultant at an Enterprise company (1000+ employees) using dbt reports that the UI can become messy and cluttered when multiple models are open, suggesting an improvement with AI integration. While dbt is easy to use for SQL-driven materializations, the UI detracts from the experience.",
    "evidence": [
      {
        "quote": "The UI could use a bit of improvement. After opening different models, it starts to look a little messy and cluttered. Cortex can be added by default to add models using AI.",
        "review_url": "https://www.g2.com/products/dbt/reviews#review-12985641",
        "review_date": "2026-06-21",
        "star_rating": 5,
        "reviewer_name": "Anish G.",
        "reviewer_title": "Consultant"
      }
    ],
    "headline": "Consultant finds dbt's UI messy and cluttered, suggests AI integration for improvement",
    "relevance": 60,
    "product_name": "dbt",
    "source_page_url": "https://www.g2.com/products/dbt/reviews/reviews",
    "switching_intent": {
      "urgency": "none",
      "detected": false
    },
    "quantified_impact": {
      "has_numbers": false
    },
    "decision_maker_complaint": {
      "title": "Consultant",
      "is_decision_maker": false
    }
  }
}

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