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Best Observability Platform in 2025? – CubeAPM
CubeAPM
CubeAPM CubeAPM
Oct 27,2025
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The main difference between Coralogix, SigNoz, and CubeAPM is how they manage telemetry data, deployment flexibility, and long-term observability costs.

Coralogix centers on log analytics and operates mostly as a SaaS model, while SigNoz delivers an open-source, ClickHouse-based observability stack built around OpenTelemetry. But CubeAPM offers complete MELT coverage (Metrics, Events, Logs, Traces) with smart sampling, on-premise/self-host options, and predictable pricing.

As observability costs rise and data localization requirements tighten, teams are moving away from siloed tools toward unified OpenTelemetry-native platforms. The shift is more about controlling egress, retention, and compliance while maintaining full-stack performance insights. CubeAPM bridges these priorities with full OTel observability and low-cost scalability.

In this article, we’ll compare Coralogix, SigNoz, and CubeAPM across telemetry coverage, deployment, pricing, sampling, and enterprise support to help you choose the right observability solution.

Coralogix vs SigNoz vs CubeAPM Comparison

Features CubeAPM Coralogix Signoz
Multi-Agent Support Yes (OTel, New Relic, Datadog, Elastic) Limited (OTel, Prometheus) No (Only OTel)
MELT Support Full MELT coverage Full MELT coverage Full MELT coverage
Setup Self-hosted but vendor-managed Cloud-based SaaS Either self-hosted & self-managed OR Cloud-based SaaS
Pricing Ingestion-based pricing of $0.15/GB Logs: $0.52/GB, Traces: $0.44/GB, Metrics:$0.05/GB, AI: 1.5 per 1M tokens Free; paid: $49/month; Traces: $0.30/GB;Logs: $0.30/GB;Metrics: $0.10/million samples.
Sampling Strategy Smart sampling – fully automated, context-aware Streama-based control, no native smart or tail-based sampling Tail-based sampling via OTel
Log Retention Infinite Retention (no extra cost) Infinite retention (at a big cost) 15 days for logs; 30 days for metrics
Support Channel & TAT & Pricing Slack, WhatsApp; response in minutes 24/7 chat, Email; response in minutes to hours Slack, GitHub, Community; TAT: 1–2 days (free), <4h (enterprise); Enterprise support paid
Known for Unified MELT + self-hosting+ OpenTelemetry-native + cost predictability Log analytics + archival flexibility Open-source observability built on ClickHouse + OTel

Coralogix vs SigNoz vs CubeAPM: Feature-by-Feature Breakdown

Each of these observability platforms brings a different approach to telemetry, cost control, and scalability. Below is a detailed breakdown across eight key dimensions — from OpenTelemetry support to pricing, retention, and real-world usability — to help you choose the right fit.

Telemetry Support (OTEL)

CubeAPM offers 100% OpenTelemetry-native support across all signals — metrics, events, logs, and traces. This allows engineering teams to instrument their applications and infrastructure seamlessly using existing OTEL SDKs and exporters. It supports automatic trace correlation across distributed services, databases, and frontend spans.

Coralogix, on the other hand, provides partial OTEL compatibility through custom SDKs and proprietary ingestion APIs. While it can ingest OTEL traces, full correlation across logs, metrics, and events still relies on Coralogix-specific agents. This creates some integration overhead, especially for teams using mixed toolchains.

SigNoz is open-source and OTEL-native by design, offering robust collector support for ingesting data directly into ClickHouse. However, integration flexibility is limited to its self-managed stack — meaning scalability and storage tuning must be handled manually by the user.

MELT Support

CubeAPM unifies Metrics, Events, Logs, and Traces (MELT) in a single dashboard, enabling complete context for performance, reliability, and user experience. This integration allows teams to correlate spikes in metrics directly with logs and traces, reducing Mean Time to Resolution (MTTR) and improving RCA accuracy. It also extends to RUM and synthetic monitoring for complete frontend-backend visibility.

Coralogix primarily focuses on logs and metrics, offering limited native tracing capabilities. Although it supports log-based metrics and anomaly detection, the absence of fully integrated trace-level data limits its use for distributed systems debugging.

SigNoz covers metrics, logs, and traces, but lacks a dedicated event-processing layer. While developers can visualize telemetry data effectively, cross-signal correlation is not as tightly coupled as CubeAPM’s unified pipeline. For deep dependency mapping or end-user tracing, CubeAPM delivers broader visibility.

Deployment (Self-host/On-prem)

CubeAPM offers full data residency and control without egress costs
Coralogix vs SigNoz vs CubeAPM: Which Observability Platform Is Best in 2025? 6

CubeAPM provides the flexibility to deploy as on-premise or self-hosted on Kubernetes and VMs. Based on CubeAPM’s documentation, setup typically takes under an hour with out-of-the-box OTEL collectors and prebuilt dashboards. All data remains within the customer’s cloud, ensuring compliance with localization laws like GDPR, HIPAA, and India’s DPDP Act.

Coralogix operates mostly as a SaaS platform but with some components optionally hosted on-premises. While it aims to lower long-term storage cost, it still involves public egress charges, creating compliance gaps for certain industries.

SigNoz offers full self-hosting through Docker or Kubernetes, providing open control over your telemetry stack. However, this flexibility requires hands-on maintenance — managing ClickHouse clusters, retention policies, and scaling collectors. For large-scale environments, this adds considerable DevOps overhead compared to CubeAPM’s managed or hybrid deployment models.

Pricing: Approximate Cost For Small, Medium & Large teams

To summarize the cost for small, mid, and large teams:

Cost for Small Teams (~30):

  • CubeAPM: $2,080
  • Coralogix: $3,380
  • SigNoz: $4,600

Cost for Mid-Sized Teams (~125):

  • CubeAPM: $7,200,
  • Coralogix: $9,700
  • SigNoz: $16,000

Cost for Large Teams (~250):

  • CubeAPM: $15,200
  • Coralogix: $22,500
  • SigNoz: $34,000

CubeAPM Costs for Small, Mid, and Large Teams in Detail

CubeAPM operates on a simple, all-inclusive model of $0.15 per GB of data ingested, with no extra costs for infrastructure, retention, or user licenses. Whether you’re monitoring traces, logs, or metrics, CubeAPM’s unified pricing ensures predictability and transparency, making it ideal for startups, SaaS teams, and enterprises managing large telemetry volumes. Here’s what CubeAPM costs for small, medium, and large teams:

  • Small teams (~ 30): $2,080
  • Mid-sized teams (~ 125): $7,200
  • Large teams (~250): $15,200

Teams typically see 60%+ lower total costs compared to other observability tools.

Coralogix Costs for Small, Mid, and Large Teams in Detail

Coralogix uses a tiered model by telemetry type:

  • Logs: $0.52/GB
  • Traces: $0.44/GB
  • Metrics: $0.05/GB
  • AI processing: $1.50 per million tokens

The total cost for teams often rise due to ingestion and egress charges. For high-volume users (10 TB+/month), combined data streams can lead to substantial bills. Here’s what it’s likely to cost for teams:

  • Small teams: $3,380
  • Mid-size teams: $9,700
  • Large teams: $22,500

SigNoz Costs for Small, Mid, and Large Teams in Detail

SigNoz follows a freemium and paid approach. The self-hosted version is free but requires users to bear infra costs. Its paid cloud tier starts at $49/month, with:

  • Traces: $0.30/GB
  • Logs: $0.30/GB
  • Metrics: $0.10 per million samples

Here’s what the pricing could mean for different teams:

  • Small: $4,600
  • Medium: $16,000
  • Large: $34,000

While affordable for smaller setups, larger environments face predictable scaling costs and infrastructure management overhead.

In short, CubeAPM’s flat $0.15/GB ingestion pricing eliminates billing complexity, providing clear cost control and maximum scalability across all telemetry types.

Sampling Strategy

smart sampling by CubeAPM
Coralogix vs SigNoz vs CubeAPM: Which Observability Platform Is Best in 2025? 7

CubeAPM employs an advanced smart sampling engine that’s context-aware — meaning it retains high-latency, high-error traces and discards low-value noise. This approach reduces data volume while maintaining deep diagnostic insight. It’s particularly useful for large microservice environments or high-throughput applications where full data capture is impractical.

Coralogix and SigNoz both rely on probabilistic or tail-based sampling, which randomly selects traces without contextual awareness. While efficient for reducing load, it can omit critical traces that reveal the root cause of performance issues. In contrast, CubeAPM’s adaptive sampling improves observability precision and cuts storage cost by 60%+.

Data Retention

Unlimited data retention by CubeAPM
Coralogix vs SigNoz vs CubeAPM: Which Observability Platform Is Best in 2025? 8

CubeAPM offers unlimited retention for logs, metrics, and traces at no additional charge, allowing engineering and compliance teams to perform long-term RCA or trend analysis. Data stays within the customer’s cloud, ensuring security and compliance. This makes it ideal for sectors like finance, healthcare, and government.

Coralogix uses an archival model where older logs are pushed to the customer’s cloud storage. While this lowers direct Coralogix storage bills, it still incurs data egress fees and introduces compliance challenges since the data first transits through Coralogix servers.

SigNoz retention depends entirely on ClickHouse storage allocation. While flexible, it means users must scale their infrastructure and manage compaction manually to prevent performance degradation. CubeAPM eliminates this overhead by offering automatic, compliance-ready retention policies.

Support Channel & Response Time

CubeAPM provides real-time support through Slack and WhatsApp directly with core engineers — most queries are resolved within minutes. This is a massive advantage for SRE and DevOps teams managing production workloads. Enterprise customers also get dedicated onboarding and alert setup assistance.

Coralogix offers traditional email/ticket-based support, with turnaround times ranging from hours to days, depending on the severity level. SigNoz relies on community Slack and email, with premium SLAs only available in its Cloud edition.

CubeAPM’s direct engineer-to-engineer support model drastically reduces downtime and accelerates incident resolution compared to ticket-based systems.

Known For

CubeAPM is known for being a complete, OpenTelemetry-native observability platform that brings MELT data together with predictable pricing, self-hosting, and real-time collaboration. It bridges the gap between open-source freedom and SaaS convenience.

Coralogix is recognized for log-centric analytics and cost-optimized archival workflows, but less for full-stack APM or end-user tracing. SigNoz stands out as an open-source ClickHouse-based alternative for teams that want to control their telemetry pipeline but cannot manage the ops overhead.

For most modern DevOps teams, CubeAPM delivers the best mix of transparency, scalability, and cost efficiency, making it the top choice in the Coralogix vs SigNoz vs CubeAPM comparison.

Which Tool Is Best for You? Why Brands Choose CubeAPM

CubeAPM is best for teams that want full-stack, OpenTelemetry-native observability with predictable pricing, unlimited retention, and data sovereignty. It unifies Metrics, Events, Logs, and Traces (MELT) across APM, infrastructure, RUM, and synthetics, without hidden license or retention costs.

Benefits of choosing CubeAPM

Benefits of choosing CubeAPM
Coralogix vs SigNoz vs CubeAPM: Which Observability Platform Is Best in 2025? 9
  • Predictable pricing: $0.15 / GB ingestion + $0.02 / GB infra — 60 % + cheaper than traditional vendors.
  • Smart sampling: Context-aware engine retains critical error and latency traces while cutting volume.
  • Full MELT observability: APM + Infra + Logs + RUM + Synthetic monitoring in one unified UI.
  • BYOC & self-hosting: Keep telemetry in your own cloud; fully compliant with data-localization laws.
  • Real-time support: Direct Slack/WhatsApp access to core engineers — response in minutes.
  • Multi-agent compatibility: Natively compatible with OpenTelemetry, Prometheus, Datadog, and New Relic agents, which makes migration from existing tools to CubeAPM super easy.
  • API access: Access all your data via APIs without any additional cost.

Coralogix vs SigNoz vs CubeAPM: Use Cases

Choose Coralogix if:

You’re primarily focused on log analytics and want to offload storage to your own cloud.

  • Best for teams needing short-term log retention and visualization of structured/unstructured logs.
  • Based on Coralogix’s documentation, archived data sits in the customer’s cloud,  cheaper on storage, but you still pay public egress fees and lose data localization compliance once logs leave your region.
  • Ideal for lightweight log monitoring use cases, not for deep distributed tracing or full-stack APM.

Choose SigNoz if:

You prefer an open-source observability stack that runs entirely in your infrastructure.

  • Based on SigNoz’s website and community usage, it suits teams that can manage ClickHouse and OTEL Collectors for self-hosting.
  • Best for developer-centric observability, where customization is more important than instant scalability, and there is availability of dedicated engineers who can install and troubleshoot on their own.
  • Ideal for startups or internal DevOps teams seeking no-license monitoring and having in-house infra expertise.
  • However, cloud plans can become costly (~$0.30 / GB ingestion) when scaling workloads beyond a few TB/month.

Choose CubeAPM if:

You want end-to-end, OpenTelemetry-native observability with predictable cost, compliance, and scalability.

  • CubeAPM delivers MELT (Metrics, Events, Logs, Traces) coverage for APM, Infra, RUM, and Synthetic monitoring in one unified interface.
  • Ideal for:
    • Full-stack observability across microservices and Kubernetes environments.
    • Strict data residency & compliance (BYOC/self-host deployments that keep data inside your cloud).
    • Reducing Mean Time to Resolution (MTTR) via unified tracing and contextual error insights.
    • Predictable pricing — $0.15 / GB ingestion + $0.02 / GB infra, with unlimited retention and no per-user fees (based on CubeAPM pricing page and sales data).
    • Teams scaling from 5 to 500 services, who need observability that grows without 3× vendor cost jumps.

In short, CubeAPM combines the control of open-source tools like SigNoz with the simplicity of SaaS platforms like Coralogix, making it the best choice for teams demanding transparency, compliance, and enterprise-grade performance.

Conclusion

When comparing Coralogix vs SigNoz vs CubeAPM, the key differences come down to scalability, cost control, and deployment flexibility. Coralogix is great for log analytics, but adds egress and archival costs. SigNoz offers open-source flexibility but requires complex self-hosting and scaling.

CubeAPM, on the other hand, delivers OpenTelemetry-native MELT observability (Metrics, Events, Logs, Traces) with predictable $0.15/GB pricing, BYOC/self-hosting, and smart sampling that reduces data volume by 60 %+. For startups and enterprises alike, CubeAPM is the best observability platform for 2025, combining full-stack coverage, data localization, and real-time support.

Start your free CubeAPM demo today and see observability made simple.