Monitoring platforms that detect data pipeline failures, anomalies, and quality issues before they impact downstream consumers.
Data Observability
AI-powered data and model monitoring platform detecting anomalies in data quality and ML performance.
Price$79+ / month
Starting price: below the category median.
Data Visualization
Data visualization and quality platform for AEC and enterprise data teams.
Price$249+ / month
Starting price: above the category median.
Service Mesh Platforms
HashiCorp Consul provides service discovery, service mesh, and configuration management for distributed systems across clouds and runtimes.
Price$13+ / month
Price position: below this category's displayed range.
Monitoring & Observability
Snowflake observability platform with cost, query, and workload monitoring.
Price$100+ / month
Starting price: below the category median.
AI Evaluation and Testing
Open-source ML monitoring tool for evaluating, testing, and monitoring data and model quality in production.
Price$80 / month
Price position: below the category median.
Data Pipeline Orchestration
Modern data orchestration platform combining lineage, alerting, and pipeline management in a single control plane.
Price$150+ / seat / month
Starting price: at the category median.
Data Observability
Data incident management platform helping teams prioritize data issues based on business impact.
Price$500+ / month
Starting price: above the category median.
Monitoring & Observability
Kloudfuse provides a unified observability platform that combines metrics, logs, traces, and events in a self-hosted or cloud deployment at a fraction of the cost of commercial alternatives.
PriceUsage-based
Cloud Cost Optimization
Snowflake cost monitoring and optimization platform for data teams.
Price$1,499+ / month
Starting price: above the category median.
Data Pipeline Orchestration
Data operations platform for Apache Kafka with workflow automation for data pipeline management and monitoring.
Price$333+ / month
Starting price: above the category median.
Log Management
Mezmo provides a telemetry pipeline platform that helps organizations control, route, and optimize their observability data including logs, metrics, and traces.
PriceUsage-based
Database Monitoring
AI-powered SQL query optimization for MySQL and Postgres.
Price$79+ / month
Starting price: below the category median.
Network Monitoring
Kentik provides network observability with flow data analysis, synthetics monitoring, and AI-driven insights for modern multi-cloud and hybrid networks.
Price$2,000+ / month
Starting price: above the category median.
Monitoring & Observability
Alerting and observability platform for monitoring business metrics across data sources.
Price$59+ / month
Starting price: below the category median.
Data Observability
Metaplane provides ML-based data observability with automated anomaly detection and lineage tracking, now part of Datadog's broader observability suite.
PriceUsage-based
Data Quality
Soda provides data quality testing using declarative check language.
Price$750+ / month
Starting price: above the category median.
Cloud Cost Optimization
DataOps observability and FinOps platform for modern data stacks and AI workloads.
PriceUsage-based
Observability Platforms
Datadog is a cloud-scale monitoring and analytics platform that provides full-stack observability for infrastructure, applications, logs, and security. It unifies metrics, traces, and logs i...
