Lightup alternatives

3 tools to consider instead of Lightup, shown against it.

Lightup Anomalo Acceldata Sifflet
Vendor Lightup Anomalo Acceldata Sifflet
Pricing model Quote only Quote only Quote only Quote only
Free tier No No No No
Deployment Cloud, Self-hosted Cloud, Self-hosted Cloud, Self-hosted Cloud, Self-hosted
Open source No No No No
Best for Regulated enterprises needing quality monitoring without moving data out of their own infrastructure. Security-conscious enterprises wanting deep anomaly detection without data leaving their own environment. Large enterprises wanting reliability monitoring plus cloud cost governance in one platform. Teams wanting observability paired with governance controls in one platform.
Pricing

Custom quote; pricing not published on the vendor site.

Pricing has not been verified yet — see the vendor's site.

Custom quote; the vendor's pricing page could not be read.

Pricing has not been verified yet — see the vendor's site.

Pro and Enterprise tiers per product line (Data Reliability, Cost Optimization); a free trial exists for Cost Optimization Pro.

ADOC Data Reliability - Pro Custom
ADOC Data Reliability - Enterprise Custom
ADOC Cost Optimization - Pro Free 30-day trial, then custom
ADOC Cost Optimization - Enterprise Custom

Prices read from the vendor's own page on September 21, 2026. Vendors change prices; check the source before you budget.

Three named tiers scaled by monitored assets; no public dollar prices, self-serve or sales-assisted procurement.

Entry Custom
Growth Custom
Enterprise Custom

Prices read from the vendor's own page on September 21, 2026. Vendors change prices; check the source before you budget.

Features
  • No-code data quality rule builder
  • ML-based anomaly detection
  • In-VPC / agent-based scanning
  • Data pipeline monitoring
  • SLA-based alerting
  • Lineage-aware root cause analysis
  • Quality scorecard dashboards
  • Unsupervised ML anomaly detection
  • No-code rule authoring
  • Lineage-aware root cause analysis
  • Data quality dashboards
  • Slack/email/PagerDuty notifications
  • In-VPC or private cloud deployment
  • Data validation for AI/LLM pipelines
  • Scheduled quality checks
  • Automated data quality and anomaly detection
  • Pipeline performance monitoring
  • Data reconciliation
  • Cloud compute and cost optimization
  • Lineage and impact analysis
  • Policy-based alerting
  • Multi-cloud and on-premises support
  • ML-based anomaly detection
  • Automated and manual data quality rules
  • End-to-end lineage including BI and AI assets
  • AI-assisted incident management and root cause analysis
  • Data contracts
  • Governance and access controls
  • Cost monitoring

In the index now