Comparison

Sampleless vs Splunk

Replace complex per-GB licensing with predictable flat fees. Sampleless delivers full-stack observability without Splunk's operational complexity or enterprise price tags.

The bottom line

Choose Sampleless if you want:

  • Simpler pricing (flat annual fee)
  • 100% data for better ML-driven insights
  • Managed BYOC (less operational burden)
  • No vendor lock-in (OpenTelemetry native)
  • Observability-focused (not SIEM)

Splunk may be better if you need:

  • Advanced SIEM capabilities
  • Extensive log analytics features
  • On-premises deployment options
  • Deep Cisco/security ecosystem integration

Key differences

Pricing Model

Sampleless

Flat annual fee ($100K-$350K)

Based on cloud account footprint. No per-GB charges, no complex licensing tiers, no surprise overages.

Splunk

$1,800-2,500/GB/day annually

Volume-based licensing with complex tiers. Enterprise deals can reach $600K-1.2M+ annually at scale. Requires license management expertise.

Operational Complexity

Sampleless

Fully managed BYOC

We deploy and manage the stack in your cloud. You get the benefits of self-hosted without the operational burden.

Splunk

Significant ops overhead

Self-hosted Splunk requires dedicated team (3+ specialists typical for enterprise). Cloud option still requires expertise for optimization.

Total Cost of Ownership

Sampleless

Platform + cloud infra

Pay your flat platform fee plus ~$50-150K/year in your own cloud infrastructure costs. Predictable, auditable.

Splunk

License + infra + team

Enterprise deployments: ~$600K license + $150-250K infrastructure + $400K+ for 3 Splunk specialists. Total often exceeds $1M/year.

Data Collection

Sampleless

100% of all telemetry

Collect everything without worrying about license impact. Full fidelity for ML baselines and investigations.

Splunk

Cost-driven limits

Per-GB pricing creates pressure to limit collection. Common to filter, sample, or reduce retention to control costs.

Time to Value

Sampleless

Days to production

Managed deployment in your cloud. Production-ready in 1-2 days with OpenTelemetry integration.

Splunk

Weeks to months

Complex deployment, indexer sizing, forwarder configuration, and tuning. Significant professional services often required.

Real cost comparison

See what enterprise observability actually costs.

Scenario: 200GB/day ingestion, enterprise requirements

Splunk (estimated)

License (200GB × ~$1,500/GB/day)$300,000/yr
Infrastructure (indexers, search heads)$150,000/yr
Splunk team (2-3 specialists)$350,000/yr
Professional services (initial)$50,000
Year 1 total$850,000
Ongoing annual~$800,000/yr

Sampleless

Platform fee (Enterprise tier)$275,000/yr
Your cloud infrastructure~$100,000/yr
Dedicated Splunk teamNot needed
Professional servicesIncluded
Unlimited usersIncluded
Year 1 total~$375,000
Ongoing annual~$375,000/yr

Save ~$475,000 in Year 1 (56%)

Plus ongoing savings of ~$425,000/year

Estimates based on industry benchmarks and publicly available Splunk pricing guidance. Actual costs vary significantly based on deployment size, contract negotiations, and requirements.

Why teams leave Splunk

Splunk is an industry leader in log analytics with powerful search capabilities and a mature ecosystem. But for observability use cases, organizations increasingly find that the complexity and cost don't justify the value.

Per-GB pricing at enterprise scale

At $1,800-2,500 per GB/day annually, costs escalate rapidly. A 500GB/day deployment can cost $900K-1.25M in licensing alone before infrastructure and personnel. Volume discounts help but require significant commitments.

Operational complexity requires dedicated team

Running Splunk at scale requires specialized expertise: indexer sizing, search head clustering, forwarder deployment, license management, and ongoing optimization. Most enterprises need 2-3 dedicated Splunk administrators, adding $300-500K in annual personnel costs.

License management is a full-time job

Splunk's licensing complexity (workload pricing, ingest tiers, SVCs, and more) requires constant attention. Teams spend significant time managing license compliance and optimizing costs rather than using the data.

Observability is an afterthought

Splunk's strength is log analytics and SIEM. While Splunk Observability Cloud exists, it's a separate product with separate pricing. Teams often end up with multiple tools and fragmented visibility.

Feature comparison

FeatureSamplelessSplunk
Distributed tracing
Log managementIndustry leader
Infrastructure metrics
APM
SIEM capabilitiesBasicIndustry leader
ML/AnalyticsALBA behavioralML Toolkit
100% data collectionCost-dependent
BYOC deploymentSelf-hosted option
Managed serviceCloud option
OpenTelemetry nativeSupported
Cross-cloud federationLimited
Operational simplicity
Unlimited usersVaries
Flat pricing

Simplify your observability

Stop managing complex licensing and dedicated teams. Sampleless delivers enterprise observability with predictable costs and minimal operational burden.