AI Snowflake Assistant

One AI Assistant for
Queries, FinOps & Data Pipelines

Analysts generate optimized SQL and discover schemas instantly. FinOps leads slash warehouse credit spend and kill runaway queries. Data engineers monitor Snowpipe ingestion. SecOps enforces masking policies — all by chat.

Business Analyst FinOps & Cost Lead Data Engineer Security & RBAC
Connect to Snowflake Book a Demo
SF
AI Snowflake Assistant
Snowflake Data Cloud • Text-to-SQL • Warehouse FinOps • Pipeline Audits
Connected • Active in PROD_DB
Show our top 3 most expensive Snowflake warehouses by credit consumption this month and audit auto-suspend times.
SF
Snowflake Credit Audit — August 2026 ($14,280 total consumed):

1. BI_ANALYTICS_WH (X-Large): 1,840 credits • Auto-suspend set to 600s (10 min) — Consumes 45% idle credits.
2. DBT_TRANSFORM_WH (Large): 1,120 credits • Auto-suspend set to 60s (Optimal).
3. ADHOC_QUERY_WH (Medium): 620 credits • Auto-suspend set to 300s.

Recommendation: Lower BI_ANALYTICS_WH auto-suspend from 600s to 60s → Estimated monthly savings: $4,200.
Apply 60s Auto-Suspend Kill Runaway Queries Write SQL Query
Write an optimized query calculating monthly churn ARR grouped by customer subscription tier.
SF
Generated optimized SQL utilizing fct_subscription_events with partition pruning:
SELECT 
  DATE_TRUNC('month', event_timestamp) AS churn_month,
  subscription_tier,
  COUNT(DISTINCT customer_id) AS churned_customers,
  SUM(mrr_amount * 12) AS churned_arr
FROM analytics_db.prod.fct_subscription_events
WHERE event_type = 'SUBSCRIPTION_CANCELED'
  AND event_timestamp >= DATEADD('month', -12, CURRENT_DATE())
GROUP BY 1, 2 ORDER BY 1 DESC, 4 DESC;
Estimated execution time: 0.8s on Small Warehouse.
Official Snowflake SQL REST API 32% Average Reduction in Monthly Credit Waste Instant Text-to-SQL Query Generation Strict RBAC & Dynamic Data Masking Automatic Runaway Query Detection Official Snowflake SQL REST API 32% Average Reduction in Monthly Credit Waste
Built for Your Role

What Does Your Role Need From Snowflake?

Select your role to see the exact prompts business analysts, FinOps leads, data engineers, and security teams use every day.

Business & Data Analyst

Natural Language Text-to-SQL & Instant Schema Discovery.

Analysts lose hours digging through unfamiliar schemas, finding correct dimension keys, and debugging disk-spilling JOINs. Your AI assistant converts plain business questions into production-grade Snowflake SQL, complete with table pruning and CTEs.

"Generate SQL to calculate 30-day cohort retention rates from user_events table."
"Explain the difference in revenue metrics between dim_orders and fct_billing."
"Find all tables in ANALYTICS_DB containing customer churn or MRR columns."
"Write an optimized query calculating average order value by marketing channel."
"Diagnose why this complex 6-way JOIN query is spilling to local storage disk."
"Export query results for Q2 enterprise sales performance to CSV."
SF
AI Snowflake Assistant
Analyst Mode
Find all tables in ANALYTICS_DB containing customer churn or MRR columns.
SF
Found 3 relevant tables in ANALYTICS_DB.PUBLIC:
• fct_monthly_mrr: Columns customer_id, mrr_usd, churn_flag, as_of_date.
• dim_customer_retention: Columns account_id, churn_reason, cohort_month.
• agg_executive_metrics: Daily rolled up MRR, churn ARR, and contraction.
Want me to draft a summary query joining fct_monthly_mrr?
FinOps & Cloud Cost Manager

Slash Warehouse Idle Credits & Kill Runaway Queries.

Snowflake bills by the second, and unmonitored warehouses with 10-minute auto-suspend timeouts burn thousands of dollars in idle credits. Your AI assistant audits warehouse credit spend, flags unpruned queries, and terminates runaway queries automatically.

"Show top 5 most expensive Snowflake warehouses by credit consumption this month."
"Identify queries running longer than 45 minutes and kill any unauthorized runaway jobs."
"Audit warehouse auto-suspend timeouts and recommend scaling down underutilized clusters."
"Forecast our monthly Snowflake credit consumption against our annual contract quota."
"Calculate cost per query executed by third-party BI tools like Tableau and Looker."
"Flag any queries scanning more than 1TB of data without partition pruning filters."
SF
AI Snowflake Assistant
FinOps Mode
Identify queries running longer than 45 minutes right now.
SF
1 Runaway Query Flagged:
• Query ID: 01b49f2a-0001-a7bc
• Runtime: 58 minutes • Warehouse: ADHOC_WH (Large)
• User: jsmith • SQL: Unfiltered Cartesian product on 2.4B row clickstream table.
Cost incurred so far: $56.00 in credits. Ready to cancel query?
Data Engineer

Monitor Snowpipe Pipelines, Diagnose dbt Models & Manage Clones.

Data engineers need instant visibility into ingestion pipeline lag, dbt transformation failures, and stage file loads. Your AI assistant checks Snowpipe ingestion queues, diagnoses dbt compile errors, and creates zero-copy database clones by chat.

"Check status of nightly Snowpipe ingestion pipelines and flag failed file loads."
"Diagnose failed dbt model run on fct_daily_customer_metrics in production."
"Audit Snowflake tasks and streams for lag anomalies or execution timeouts."
"Generate DDL to create a zero-copy clone of PROD_DB for staging environment testing."
"Monitor Dynamic Table lag target compliance and refresh durations."
"Resume suspended warehouse TRANSFORM_WH and scale up to Large for backlog processing."
SF
AI Snowflake Assistant
Data Engineer Mode
Check status of nightly Snowpipe ingestion and flag any failed files.
SF
Snowpipe Ingestion Audit — Last 24 Hours:
• Pipe RAW_EVENTS_PIPE: 2,410 files loaded (100% success).
• Pipe STRIPE_INVOICES_PIPE: 1 failed file (invoices_20260902.parquet).
Error: "Numeric value out of range for column tax_amount_cents."
Alert posted to #data-ops Slack channel.
Security, RBAC & Compliance Lead

Enforce Masking Policies, Audit ACCOUNTADMIN & Clean Dormant Users.

Security leads need to ensure PII columns are masked, dormant users are deprovisioned, and administrative privileges are not over-allocated. Your AI assistant audits role hierarchies, verifies masking policies, and prepares SOC 2 compliance logs.

"Audit Snowflake users with ACCOUNTADMIN privilege who lack MFA enforcement."
"Show all roles with SELECT privileges on sensitive PII columns in CUSTOMER_VAULT."
"Apply dynamic data masking policy to credit_card_number and ssn columns."
"Find dormant user accounts that haven't executed a query in the last 90 days."
"Generate SOC 2 compliance access audit log for all data warehouse users."
"Revoke warehouse access for offboarded contractor accounts across all roles."
SF
AI Snowflake Assistant
SecOps Mode
Audit users with ACCOUNTADMIN privilege lacking MFA.
SF
Security Audit Alert — 1 User Flagged:
• User contractor_dba_temp has role ACCOUNTADMIN but MFA is disabled.
• Last login: 14 days ago from non-whitelisted IP.
Recommendation: Revoke ACCOUNTADMIN immediately and downgrade to SYSADMIN with enforced Duo MFA.
The Math is Simple

Companies Waste $10,800/Month on Runaway Snowflake Costs.
We Charge $99.

No multi-thousand-dollar monthly surprise cloud bills from unmonitored warehouses. Just 1,000 AI credits at $99/month — and your team writes faster SQL while keeping cloud compute under tight control.

What Manual Snowflake Admin Costs You
Senior Data Engineer / FinOps Specialist salary (avg)
$120,000/yr = $60/hr
Hours spent weekly on SQL debugging, pipeline triage & RBAC per person
10 hrs/week
Monthly labor cost of manual data warehouse administration
$7,200/month
Estimated monthly waste on idle warehouses and runaway unpruned queries
$3,600/month
Total monthly waste for an enterprise data team
$10,800/month
Plus costly downstream reporting delays, blocked BI dashboards, and compliance audit gaps.
VS
RhinoAgents AI Snowflake Assistant
$99 / month
1,000 AI credits included
Entire team — Analysts, FinOps, Data Eng & SecOps
Write optimized SQL & kill runaway queries by chat
Connect via official Snowflake SQL API in 15 minutes
32% average reduction in monthly warehouse credit waste
You save every month
$10,701
$10,800 cost of manual waste − $99 subscription
What's a Credit?

Credits = AI work. Not simple chat messages. Each task consumes credits based on Snowflake operational complexity.

Schema discovery or warehouse auto-suspend check
1 credit
Instant metadata lookup
Warehouse credit consumption & runaway query audit
5 credits
Multi-warehouse FinOps scan
Generate & optimize complex multi-JOIN SQL analytical query
8 credits
Production SQL synthesis
Complete warehouse FinOps & RBAC access hygiene sweep
15 credits
Full account security & cost audit
At $99/month with 1,000 credits, a modern data team handles hundreds of SQL query generations, cost audits, and pipeline checks — protecting compute budgets 24/7.
Quick Deployment

Your Modern Data Team Live in 15 Minutes.

Standard Key-Pair Authentication or OAuth 2.0 with official Snowflake SQL REST API.

1
Connect Snowflake Account
Enter your Account Locator and authenticate securely using an RSA key-pair service user.
RSA Key-Pair
2
Assign Scoped Roles
Grant custom read-only and warehouse management roles respecting least privilege.
Custom RBAC
3
Connect Slack or Teams
Runaway query alerts, pipeline failure warnings, and FinOps summaries post to channels.
Notifications
4
Team Goes Live
Analysts write SQL, FinOps cuts warehouse idle costs, and data engineers monitor lag by chat.
All Roles Ready
Under the Hood

Not a Basic Query Tool. An Autonomous Data Cloud Operator.

Four core capabilities that operate Snowflake directly rather than just repeating documentation.

Bi-Directional SQL API
Query, Optimize & Profile Snowflake Queries
Uses official Snowflake SQL REST APIs to profile query execution plans, identify partition pruning gaps, and optimize warehouse execution times.
Full Snowflake SQL & Dynamic Table support
Enforces query timeout limits and safety caps
FinOps Intelligence
Automated Warehouse Credit Optimization
Monitors warehouse queue loads and cluster sizing, automatically recommending auto-suspend adjustments and flagging queries scanning unindexed partitions.
Reduces idle credit burn by up to 32%
Alerts on abnormal monthly credit spike anomalies
Human-in-the-Loop
Approval Gates on State-Changing DDL & DML
Read-only schema queries and analytical selects execute instantly. State changes (like terminating running queries, dropping tables, or altering warehouses) require 1-click confirmation in Slack.
1-click interactive Slack & Teams approval cards
Full audit log in Snowflake QUERY_HISTORY
Scheduled Jobs
Daily Credit Briefings & Pipeline Lag Checks
Delivers morning briefings on daily credit consumption, failed Snowpipe ingestions, dynamic table refresh lag, and active long-running queries.
Configurable daily standup & weekly cost schedules
Slack, Microsoft Teams, and email delivery
Full Capability Set

Everything Your AI Snowflake Assistant Can Do

Across all four core data roles — one unified platform assistant.

Natural Language Text-to-SQL
Translates business questions into dialect-accurate Snowflake SQL with CTEs, window functions, and proper date math.
AnalystSQLQueries
Warehouse FinOps Auditing
Analyzes auto-suspend timeouts, cluster scaling limits, and idle compute time to minimize monthly credit consumption.
FinOpsCreditsCost
Runaway Query Detection
Detects queries exceeding runtime and credit thresholds, diagnosing Cartesian products and offering 1-click query termination.
FinOpsGuardrailsKill
Snowpipe & Ingestion Triage
Monitors COPY history and Snowpipe channels for schema mismatches, corrupt files, and ingestion latency.
Data EngPipelinesSnowpipe
Zero-Copy Clone Management
Generates DDL to create instantaneous zero-copy clones of production databases and schemas for testing without storage costs.
Data EngCloningTesting
Dynamic Data Masking & RBAC
Audits user privilege assignments, flags unmasked PII columns, and drafts SOC 2 compliant access audit summaries.
SecOpsMaskingCompliance
Human-in-the-Loop

Data Warehouse Safety First. You Retain Complete Control.

Schema searches, SQL generation, and FinOps credit audits happen instantaneously. State-changing actions like altering warehouse sizes, terminating queries, or modifying role permissions require 1-click confirmation in Slack.

  • Read-only queries — instant text-to-SQL results with strict row limits
  • Auto-suspend adjustments — require 1-click FinOps authorization
  • Terminate runaway queries — requires 1-click confirmation before killing session
  • Complete audit log — every execution logged in Snowflake QUERY_HISTORY with user attribution
Snowflake Action — FinOps Authorization Required
Adjust Auto-Suspend: BI_ANALYTICS_WH
Warehouse Parameter Change:
• Target: BI_ANALYTICS_WH (X-Large)
• Current auto-suspend: 600 seconds (10 min)
• Proposed auto-suspend: 60 seconds (1 min)

Projected monthly credit savings: ~700 credits ($2,100/mo).
Connected Ecosystem

Snowflake is the Data Cloud — Connected to Your Stack

Your AI Snowflake Assistant communicates across your modern data stack, BI tools, and team chat.

Snowflake Data Cloud Slack Microsoft Teams dbt Core & Cloud Tableau Looker AWS S3 & Glue 400+ via REST & Webhooks
Enterprise Trust

Enterprise Security & Zero Data Retention

Your proprietary business data, analytical tables, and warehouse credentials are protected with bank-grade encryption.

RSA Key-Pair Authentication
Authenticates securely via Snowflake Key-Pair authentication or OAuth 2.0 with custom scoped service user roles.
SOC 2 Type II & TLS 1.3
Audited enterprise architecture with end-to-end TLS 1.3 encryption in transit and AES-256 at rest. Complete separation of tenant data.
Zero LLM Training Policy
Your table schemas, SQL queries, and query result records are never used to train public AI models. All inference is strictly isolated.
Got Questions?

Frequently Asked Questions

How does this integrate with Snowflake?
RhinoAgents AI Snowflake Assistant connects securely using official Snowflake SQL REST APIs or native Snowflake Python connectors authenticated via Key-Pair Authentication or OAuth 2.0. It strictly respects Snowflake Role-Based Access Control (RBAC) without requiring custom plugins.
Can analysts, FinOps, and data engineers all use one assistant?
Yes. One deployment serves your entire data organization. Analysts write complex SQL and discover schemas. FinOps leads optimize warehouse auto-suspend and kill runaway queries. Data engineers monitor Snowpipe and dbt models. SecOps audits PII masking. Each role uses tailored prompts.
Can it execute queries or does it only suggest SQL?
It can do both. Analysts can run read-only SELECT queries with automatic row limits. For state-changing commands (like ALTER WAREHOUSE or DROP TABLE), human-in-the-loop approval safeguards are strictly required.
How long does setup take?
Under 15 minutes. Provide your Snowflake Account Locator, generate a secure RSA key-pair for a dedicated service user, assign appropriate RBAC roles, connect Slack or Teams channels, and start querying immediately.
Is our enterprise data kept private and secure?
Yes. We adhere to a strict zero-retention policy for query result data. Your proprietary database records are never used to train public LLM models. Connections are TLS 1.3 encrypted and SOC 2 Type II compliant.
Your Whole Data Team. One AI Snowflake Assistant.

Connect in 15 minutes. Write faster SQL. Cut warehouse credit waste. Monitor pipelines — all for $99/month.

Start with 1,00 Credits Free Book a Demo