Software Engineer finds ClickHouse deduplication strategy to be a 'blackbox'
What happened
A Software Engineer at a small business (50 or fewer employees) reports issues with ClickHouse's deduplication strategy. The reviewer describes the tracking of dedups as a "blackbox", indicating a lack of transparency and potential difficulty in understanding or managing this feature. While the product handles large data volumes and offers fast data fetch speeds, the deduplication aspect is a significant pain point for this user.
Source
From the reviews
- 5 of 5
“Deduplication strategy and the blackbox tracking of dedups”
Ragul J., Software EngineerApr 20, 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.
- Product
- ClickHouse
- Star rating
- 5 of 5
- Reviewer
- Ragul J.
- Reviewer details
- Software Engineer
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The full record
From the Signal API recordExtraction
- Detected
- May 12, 2026
- signal_type
product-reviews- signal_subtype
UsabilityIssues
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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 APIindustriesValue in the APIemployee_count_lowValue in the APIemployee_count_highValue in the APIrevenueValue in the APIdescriptionValue in the API
Signal
signal_nameValue in the APIassociationValue in the API
Show the full JSONHide the full JSONThe record on this page and the API request
GET /v1/signals/265090ae-67e2-48e4-8d39-68bb74156f70 returns this record as JSON. POST /v1/companies/enrich returns every signal for clickhouse.com.
{
"signal_id": "265090ae-67e2-48e4-8d39-68bb74156f70",
"signal_type": "product-reviews",
"signal_subtype": "UsabilityIssues",
"detected_at": "2026-05-12T10:18:20.433+00:00",
"company": {
"name": "ClickHouse",
"domain": "clickhouse.com"
},
"data": {
"summary": "A Software Engineer at a small business (50 or fewer employees) reports issues with ClickHouse's deduplication strategy. The reviewer describes the tracking of dedups as a \"blackbox\", indicating a lack of transparency and potential difficulty in understanding or managing this feature. While the product handles large data volumes and offers fast data fetch speeds, the deduplication aspect is a significant pain point for this user.",
"evidence": [
{
"quote": "Deduplication strategy and the blackbox tracking of dedups",
"review_url": "https://www.g2.com/products/clickhouse/reviews#review-8884001",
"review_date": "2026-04-20",
"star_rating": 5,
"reviewer_name": "Ragul J.",
"reviewer_title": "Software Engineer"
}
],
"headline": "Software Engineer finds ClickHouse deduplication strategy to be a 'blackbox'",
"relevance": 60,
"product_name": "ClickHouse",
"source_page_url": "https://www.g2.com/products/clickhouse/reviews/reviews",
"switching_intent": {
"urgency": "none",
"detected": false
},
"quantified_impact": {
"has_numbers": false
},
"decision_maker_complaint": {
"title": "Software Engineer",
"is_decision_maker": false
}
}
}
curl https://signals.autobound.ai/v1/signals/265090ae-67e2-48e4-8d39-68bb74156f70 \
-H "X-API-KEY: $AUTOBOUND_API_KEY"curl -X POST https://signals.autobound.ai/v1/companies/enrich \
-H "X-API-KEY: $AUTOBOUND_API_KEY" \
-H "Content-Type: application/json" \
-d '{"domain":"clickhouse.com","limit":20}'Long text fields are shortened on this page.
Looking up one signal by its id is free. Enrich costs 2 credits per signal returned; a call with no results is free.