| Name | Link | Deployment support | Monitoring framework | Threshold setting | Interface type | High cardinality support | real-time data monitoring | Automated features | Data sources | Integrations | Alert destinations | Security | Metrics categories tracked | Root cause analysis | Community | Github |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Bigeye | SaaSOn-premises | Anomaly detectionPipeline testing | AutomatedManual | No-code | Yes | Automated threshold settingAutomated threshold updatingAutomated circuit-breakerQuarantine bad data | Main data warehousesMain databases | GmailSlackPagerdutyAPIs | Certified SOC 2 compliantData stays in your environment | FreshnessOutliersFormatsDistributionVolumeCustom metricsNulls & blanks | ||||||
Soda | Cloudopen-source | Anomaly detectionPipeline testing | AutomatedManual | No-codeCommand-line tool | Yes | Automated threshold settingAutomated circuit-breakerQuarantine bad dataAutomated threshold updating | Main data warehousesMain data lakes | CollibraTableauLookerAlation | SlackE-mailwebhooks for alerts & incidents | Data stays in your environment | FreshnessVolumeFormatsSchemaCustom metricsNulls & blanks | Automated failed row analysis | ||||
Databand | SaaSOpen source core | Pipeline testingAnomaly detection | ManualAutomated | Command-line toolNo-code | Yes | Automated threshold settingAutomated threshold updating | Main data warehousesMain databasesMain data lakes | SlackPagerdutyOpsGenieCustom | Data stays in your environment | SchemaFormatsDistributionCustom metricsOutliersSystemFreshnessData ingestion rate | Lineage | |||||
Monte Carlo | SaaSCloud | Anomaly detectionPipeline testing | AutomatedManual | No-codeCommand-line tool | Yes | Automated threshold settingAutomated threshold updatingAutomated circuit-breakerQuarantine bad data | Main data lakesMain data warehousesMain databases500+ | LookerTableauPeriscopeChartioAlationAtlanAmundsenDbtDatadogModePowerBIPrefectDatahub | SlackPagerdutyWebhooksOpsgenieCustomTeamsMattermost | Certified SOC 2 compliantHIPAAGDPRPCICCPASOC 2 compliantData stays in your environment | FreshnessVolumeDistributionSchemaOutliersCustom metricsCorrelation across metricsNulls & blanksFormats | LineageCorrelation across metrics | ||||
Cito | SaaSCloudVPC | Anomaly detection | AutomatedManual | No-codeAPI | Yes | Automated threshold settingAutomated threshold updating | Main data warehouses | TableauDbtModePowerBILookerMetabase | SlackE-mail | Data stays in your environment | Nulls & blanksSchemaFreshnessOutliersDistributionCustom metricsFormatsVolume | LineageSQL Code AccessibilityColumn-level lineage | ||||
great expectations | Open-sourcecloud-product coming soon. | Pipeline testingAnomaly detection | AutomatedManual | Command-line toolPython notebooksPython library | Yes | Automated threshold settingAutomated threshold updatingAutomated circuit-breakerQuarantine bad dataAuto-resolution | Main data warehousesMain data lakesMain databases | AtlanDbtDagsterAstronomerPrefectPandasKedroFlyteDatahubMarquez | SlackPagerdutyOpsgenieE-mail | Data stays in your environment | Nulls & blanksCorrelation across metricsMultivariate feature checksOutliersFreshnessCustom metricsVolumeDistributionSchema | |||||
Sifflet | SaaSOn-premises | Anomaly detectionPipeline testing | AutomatedManual | No-codeAPI | Yes | Automated threshold settingAutomated threshold updating | Main data warehousesSQL server | TableauLookerDatadogDbt | SlackGmailAPIsPagerduty | Data stays in your environment | FreshnessVolumeOutliersFormatsDistributionSchemaLineageNulls & blanksCustom metrics | Lineage | ||||
Validio | SaaSDeployed in the customer cloud environment | Anomaly detectionPipeline testing | AutomatedManual | No-code | Yes | Automated threshold settingAutomated threshold updatingAutomated circuit-breakerAuto-resolution | Main data warehousesMain databases | SlackPagerdutyE-mail | Data stays in your environment | FreshnessDistributionOutliersVolumeData ingestion rateSchemaFormatsMultivariate feature checks | ||||||
Lightup | SaaSManaged on-premFully on prem | TestingAnomaly detection | AutomatedManual | No-codeSQLAPI | Yes | Automated threshold settingAutomated threshold updating | Main data warehousesMain databasesMain data lakes | SlackTeamsPagerdutyE-mailAPIsMattermostWebhooksFlock | ISAEE 3000 compliantData stays in your environmentCertified SOC 2 compliant | VolumeFreshnessSchemaDistributionFormatsCorrelation across metricsCustom metrics | Correlation across metricsLineage | |||||
Lantern | SaaS | Anomaly detection | Automated | No-code | Yes | Automated threshold setting | Main data warehouses | SlackE-mail | DistributionVolume | |||||||
Metaplane | SaaSVPC | Anomaly detection | AutomatedManual | No-code | Yes | Automated threshold settingAutomated threshold updating | Main data warehousesMain databases | DbtLookerTableauModePowerBI | SlackPagerdutyOpsgenieTeams | Certified SOC 2 compliantData stays in your environment | FreshnessOutliersDistributionVolumeSchemaCustom metricsNulls & blanksFormats | LineageCorrelation across metrics | ||||
Datafold | SaaS | Anomaly detection | Automated | No-code | Yes | Automated threshold setting | Main data warehouses | SlackPagerdutyE-mailWebhooks | FreshnessOutliersDistribution | |||||||
Acceldata | Pipeline testing | Main data warehousesMain data lakes | DistributionSchema | Correlation across metrics | ||||||||||||
Anomalo | SaaSDeployed in the customer cloud environment | Anomaly detection | Automated | Automated threshold setting | Main data warehouses | |||||||||||
Marquez | open-source | Testing | Manual | Command-line tool | Amundsen | Lineage |