Five Pillars, Five Types
The pillars tell you where we monitor. The types tell you how deep. 200+ monitors across both dimensions — pre-built, parameterised, and ready to activate.
FinOps & Performance
Stay on top of your credits. Detect cost anomalies, warehouse inefficiencies, and anti-patterns before they hit your bill — then tell you exactly where the money went and who spent it.
Z-score anomaly detection, budget breach projection, resource monitor gaps
Per-query cost attribution, expensive pattern detection, user cost growth
Agent runaway detection, velocity alerts, per-model spend, CoWork monitoring
Idle waste, oversized, always-on, queuing, scaling recommendations
Spilling, cardinality explosion, RBAR detection, deployment regression
Single-row INSERTs, SHOW hammering, COPY inefficiency, MV refresh cost
Snowpipe idle credits, streaming spikes, pipe-level thresholds, small files
High churn, short-lived tables, growth anomalies, unused objects
Hourly credit spikes, idle compute pools, budget monitoring
Security & Admin
Protect your perimeter. Continuous monitoring of authentication, authorization, network access, and compliance posture — with CIS Snowflake Benchmark coverage out of the box.
Failed logins, MFA compliance, key pair monitoring, SCIM/PAT tokens, inactive users
ACCOUNTADMIN grants, privilege escalation, role concentration, user alterations
Blocked IPs, policy changes, dangling policies, coverage gaps, altered sessions
Suspect clients, unusual IPs, unseen IP+password combos, orphaned roles
SSO, MFA, key rotation, session timeout, admin role limits, SCIM
Admin grants, MANAGE GRANTS, network changes, share exposures, integration changes
Encryption, masking, retention, tri-secret, storage integrations, re-keying
Data Quality
Trust your data. Validate freshness, completeness, and correctness at the table level and the pipeline level — catching issues before stakeholders notice stale reports.
Nulls, uniqueness, freshness, value ranges, string length assertions
Channel errors, freshness, outstanding messages, execution state
Going stale, gone stale, gone invalid, invalid source tables
Refresh failures, stalled refreshes
Masking policy gaps, row access gaps, untagged sensitive columns, lineage gaps
Operational Failures
Know before your stakeholders. Real-time pipeline failure detection via queue integration — task graph failures and pipe errors within seconds, with auto-resolve when they recover.
DT refresh failures, Omnata sync issues, task graph failures (real-time), pipe errors (real-time)
Lag detection, failures, failover group health
DCM job failure, latency anomaly, sync gap detection
Git integration inactive, low declarative DDL adoption
Tracing & Logging
Full observability across everything that emits telemetry to Snowflake's event table — Python UDFs, Snowpark handlers, containers, connectors, and managed services.
Memory spikes, CPU spikes, leak detection, error clustering, log silence
Restart storms, resource utilisation, health checks, log volume
Errors, latency, sessions, resources, deployment, custom events
Connector errors, restart storms, throughput drops, stalled ingestion
Connection exhaustion, lock contention, disk pressure, instance down
Duration anomalies, error rates, completeness
Task failures, telemetry silence
Growth anomaly, ingestion lag, storage pressure
Five Types of Monitor
Each pillar contains monitors of increasing sophistication. DIY teams typically build Types 1–2. Monitorial covers all five — plus the orchestration layer that makes them operational.
Tripwire
Binary — something happened or didn't.
Routing, suppression, lifecycle
Threshold
A number crossed a line.
Temporal baselines, deploy-window suppression
Trend
Heading wrong direction — not broken yet.
Proactive health picture
Anti-pattern
Doing something wrong without knowing.
Impact quantification, suggested fix
Correlation
Multi-signal, stateful, cross-entity.
Reduces alert noise to actionable incidents
5 Pillars × 5 Types = Complete Coverage
Every dimension of your Snowflake environment, at every level of sophistication. Start your Enterprise trial and see the full picture.
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