Mobile
Web
Pull Request · #4821
Mobile
Web
Cost Impact
Estimated +$230/day (Snowflake). Driver: full refresh over 3.2B rows.
Fix: Switch to incremental (key=order_id), add clustering on order_date.
Mobile
Web
Performance
Detected CROSS JOIN between fct_items and dim_users.
Fix: join on user_id or pre‑aggregate by item_id.
Downstream Impact
Affects: GMV_Daily, Revenue_QoQ, 4 Looker tiles.
Fix: Notify: @analytics-revenue @data‑platform
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Data Engineering Is Hard. Lots of things needs to be taken care of.
Invisible consequences slip through.
PRs get merged because they run. But they still trigger expensive scans and wrong numbers.
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Incremental Load
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Once merged, no one tracks cost impact until finance flags the invoice spike.
Complex DAGs + BI layers hide impact, backfill needs, and edge cases under time pressure.
Complex DAGs + BI layers hide impact, backfill needs, and edge cases under time pressure.
Why data PRs need a watch
Know $ impact of a change before merge. Avoid bill shocks.
Cost forecasting
Spot cross joins, full‑refresh sprawl, unpartitioned scans. Recommend fixes.
Performance hygiene
TO.ITEMCODE AS ITEMCODE
, TO. ItemName AS [ITEM_DESCRIPTION] ,
ISNULL((SELECT SUM(T1. [Quantity])
FROM IGN1 T1
WHERE T1. WhsCode = 'RecBay'
AND T1. [ITEMCODE] = TO. [ITEMCODE])
, 0) AS [Received]
, ISNULL((SELECT TOP (1) T1. [Project]
FROM IGN1 T1
WHERE T1. WhsCode = 'RecBay'
AND T1. [ITEMCODE] = TO. [ITEMCODE])
, 0) AS [Projecti
, ISNULL ((SELECT SUM(CAST (T1. [Quantity]
<body> <h1>Welcome to [Your Project]</h1> <p>This is a brief introduction to the project.</p> <h2>Key Features</h2> <ul> <li>Feature 1</li> <li>Feature 2</li> <li>Feature 3</li> </ul></body></html>
Get summary of affected tables, dashboards, features. Trigger proactive coordination.
Downstream impact
Suggest tests mandatory to protect downstream models and dashboards.
Smart tests
AI will keep forcing cost optimisation, best practices, downstream systems protection, and right tests — before merge.
Let your data team ship fast
Real examples from production reviews
Mobile
Web
💰 Cost
Estimated +$230/day (Snowflake). Driver: full refresh over 3.2B rows.Fix: Switch to incremental (key=order_id). Add clustering on order_date. Set auto‑suspend to 60s.
Mobile
Web
🧠 Downstream Impact
Change to fct_orders affects: GMV_Daily, Revenue_QoQ, 4 Looker tiles.Action: Notify @analytics-revenue; schedule coordinated rollout.
Mobile
Web
🧩 Governance
Missing tags on model: owner=@data-platform, SLA=D+1, domain=Revenue.Reason: prevents orphaned assets + clarifies escalation path.
Sample PR Comments
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Zingle immediately cut our review time in half. Analysts can now safely make small pipeline updates themselves without waiting on senior engineers.
Dustin
Chief Technology Officer
If Zingle AI prevents one inefficient merge per month, ROI ≥ 100×.
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Prefer a walkthrough? Grab 20 minutes and we'll tailor a demo to your stack.
Chat with founders
Schedule a Call
AI tools related to ChatGPT offer a wide range of functionalities that enhance communication, automate tasks, and improve user experiences across various domains. By leveraging these tools, businesses and developers can create more efficient and engaging AI tools related to ChatGPT offer a wide range of functionalities that enhance communication, automate tasks, and improve user experiences across various domains. By leveraging these tools, businesses and developers can create more efficient and engaging applications. AI tools related to ChatGPT offer a wide range of functionalities that enhance communication, automate tasks, and improve user experiences across various domains. By leveraging these tools, businesses and developers can create more efficient and engaging AI tools related to ChatGPT offer a wide range of functionalities that enhance communication, automate tasks, and improve user experiences across various domains. By leveraging these tools, businesses and developers can create more efficient and engaging AI tools related to ChatGPT offer a wide range of functionalities that enhance communication, automate tasks, and improve user experiences across various domains. By leveraging these tools, businesses and developers can create more efficient and engaging applications. AI tools related to ChatGPT offer a wide range of functionalities that enhance communication, automate tasks, and improve user experiences across various domains. By leveraging these tools, businesses and developers can create more efficient and engaging
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AI tools related to ChatGPT offer a wide range of functionalities that enhance communication, automate tasks, and improve user experiences across various domains. By leveraging these tools, businesses and developers can create more efficient and engaging AI tools related to ChatGPT offer a wide range of functionalities that enhance communication, automate tasks, and improve user experiences across various domains. By leveraging these tools, businesses and developers can create more efficient and engaging applications. AI tools related to ChatGPT offer a wide range of functionalities that enhance communication, automate tasks, and improve user experiences across various domains. By leveraging these tools, businesses and developers can create more efficient and engaging AI tools related to ChatGPT offer a wide range of functionalities that enhance communication, automate tasks, and improve user experiences across various domains. By leveraging these tools, businesses and developers can create more efficient and engaging AI tools related to ChatGPT offer a wide range of functionalities that enhance communication, automate tasks, and improve user experiences across various domains. By leveraging these tools, businesses and developers can create more efficient and engaging applications. AI tools related to ChatGPT offer a wide range of functionalities that enhance communication, automate tasks, and improve user experiences across various domains. By leveraging these tools, businesses and developers can create more efficient and engaging
1000+ data teams are shipping faster with Zingle AI
Sample Code Review
MERGE PRs
4× FASTER
SAVE 30% COST
Mobile
Web
Cost Impact
Estimated +$230/day (Snowflake). Driver: full refresh over 3.2B rows.
Fix: Switch to incremental (key=order_id), add clustering on order_date.
Mobile
Web
Performance
Detected CROSS JOIN between fct_items and dim_users.
Fix: join on user_id or pre‑aggregate by item_id.
Mobile
Web
Downstream Impact
Affects: GMV_Daily, Revenue_QoQ, 4 Looker tiles.
Fix: Notify: @analytics-revenue @data‑platform
Pull Request · #4821
REDUCE INCIDENTS BY 50%
Use Web Acce...
Wrong Complex DAGs
$
AI Code Reviewer
For Data Teams
Catch cost, performance, and downstream impact before production. Every PR gets a cost estimate, best‑practice guidance, impact preview, and smart test suggestions.
Get a free trial
Performance hygiene
Spot cross joins, full‑refresh sprawl, unpartitioned scans. Recommend fixes.
<!DOCTYPE html><html lang="en"><head> <meta charset="UTF-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Your Project Title</title></head><body> <h1>Welcome to [Your Project]</
<body> <h1>Welcome to [Your Project]</h1> <p>This is a brief introduction to the project.</p> <h2>Key Features</h2> <ul> <li>Feature 1</li> <li>Feature 2</li> <li>Feature 3</li> </ul></body></html>
Cost forecasting
Know $ impact of a change before merge. Avoid bill shocks.
Downstream impact
Get summary of affected tables, dashboards, features. Trigger proactive coordination.
Smart tests
Suggest tests mandatory to protect downstream models and dashboards.
AI will keep forcing cost optimisation, best practices, downstream systems protection, and right tests — before merge.
Let your data team ship fast
How it fits your workflow
Connect
STEP 1
Connect GitHub / GitLab. Starts in minutes.
Fix
STEP 3
Click suggestions, notify owners, ship with confidence.
Review
STEP 2
Every PR receives cost, performance, impact, and test guidance.
Improve
STEP 4
Track safe merges, cost avoidance, and incident reduction.
Mobile
Web
💰 Cost
Estimated +$230/day (Snowflake). Driver: full refresh over 3.2B rows.Fix: Switch to incremental (key=order_id). Add clustering on order_date. Set auto‑suspend to 60s.
Mobile
Web
🧠 Downstream Impact
Change to fct_orders affects: GMV_Daily, Revenue_QoQ, 4 Looker tiles.Action: Notify @analytics-revenue; schedule coordinated rollout.
Mobile
Web
🧩 Governance
Missing tags on model: owner=@data-platform, SLA=D+1, domain=Revenue.Reason: prevents orphaned assets + clarifies escalation path.
Enterprise‑grade security
SOC 2 Type II, SSO/SAML, customer‑managed keys. Self‑hosted option for air‑gapped environments. Your data never trains our models.
Start Now
SOC 2 Type II
GDPR Compliant
ISO 27001
PII Controls
Column‑level redaction and field scoping.
Least Privilege
Read‑only metadata defaults, no data export.
Data Residency
Audibility
Choose region & storage controls for compliance.
Full logs for PR comments and rule decisions.
If Zingle AI prevents one inefficient merge per month, ROI ≥ 100×.
Pricing
Organization
Annual Plan
$
80
/per user
Self‑host / VPC
SSO/SCIM, RBAC
Dedicated support & SLA
Contact Sales
Standard
per engineer / month
$
30
/per user
Unlimited repos & reviews
Cloud hosting
Core review rules
Try for Free
MOST POPULAR PLAN
Pro
per engineer / month
$
50
/per user
Advanced cost modeling
Custom rules & playbooks
Slack & Jira integration
Try for Free
Get in touch
We’d love to hear from you. Please fill out this form.
First name
First name
Last name
Last name
you@company.com
Phone number
US
+1 (555) 000-0000
Message
Leave us a message...
You agree to our friendly privacy policy.
Send Message
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© 2025 Zingle AI. All rights reserved.
Privacy policy
Security
Safety
Office
Come say hello at our office HQ.
95 Third Street, 2nd Floor,
San Francisco, CA 94103
It runs ≠ it's right
PRs get merged because they run. But they still trigger expensive scans and wrong numbers.
Cross Join Alert
Schema Drift
All Test Cases ✅
Warehouse Spend
Incremental Load
Safe Merge
Query Optimisation
Ethics in AI
Auto Fix Suggestions
Testing is tribal
Teams don't know which dbt models are untested — or they over‑test the wrong things.
Cost is an afterthought
Once merged, no one tracks cost impact until finance flags the invoice spike.
Downstream is opaque
Complex DAGs + BI layers hide impact, backfill needs, and edge cases under time pressure.
Data Engineering Is Hard. Lots of things needs to be taken care of.
Invisible consequences slip through.
Why data PRs need a watch
What teams say after 30 days
Zingle immediately cut our review time in half. Analysts can now safely make small pipeline updates themselves without waiting on senior engineers.
Dustin
Chief Technology Officer
