Iguazio
Depends
Confidence: Medium
Buy only if you're a large enterprise with a dedicated ML platform team and an enterprise budget . it's a full lifecycle AI platform sold sales-led.
New check
Comparison
Iguazio vs Kubeflow
Iguazio and Kubeflow both land on Depends.
Kubeflow
Depends
Confidence: Medium
Buy if you run multi-tenant ML at scale on Kubernetes and have a real platform team to operate it.
| Compare | Iguazio | Kubeflow |
|---|---|---|
| Verdict | Depends | Depends |
| Best for | Enterprise ML platform teams | Kubernetes-native ML teams |
| Who it's not for | Small teams doing simple model tracking . use MLflow | Small teams wanting simple ML workflows |
| Privacy | Nuclio component had a critical RCE CVE (Mar 2026) and an authorization advisory (Jun 2026); both patched.⁹ | Active 2026 CVEs . critical SSRF and auth bypass . plus a known history of attacks on misconfigured deployments. |
| Support quality | No support evidence found | Community support; enterprise help via vendors only |
| Public sentiment | Public reviews are sparse; G2 users like the capability but consistently call the platform complex.² | Reddit users acknowledge Kubeflow's power but consistently flag it as complex and overkill for smaller ML workloads.15 |
| Biggest gotcha | Critical RCE CVE-2026-29042 in Nuclio; keep components patched | No official pricing . the real cost is the Kubernetes platform team required to run it |
Pick Iguazio when
- Enterprise ML platform teams
- Production GenAI/ML pipelines at scale
- Telecom and data-heavy industries
- Orgs wanting one vendor for the full ML lifecycle
When Iguazio is not a fit
- Small teams doing simple model tracking . use MLflow
- Startups without dedicated MLOps/platform engineers
- Buyers needing transparent, self-serve pricing
- Anyone unwilling to run complex ML infrastructure
Pick Kubeflow when
- Kubernetes-native ML teams
- Enterprises with dedicated platform engineers
- Multi-tenant, large-scale ML pipelines
- Cloud-agnostic self-hosting shops
When Kubeflow is not a fit
- Small teams wanting simple ML workflows
- Anyone without Kubernetes expertise
- Startups needing managed, day-one setup
- Solo data scientists without DevOps support
Sources
review
- Iguazio vs TIBCO Data Science comparisonpeerspot.comreview
- iguazio | Software Reviews & Alternativescrozdesk.comreview
- Iguazio Pricing 2026trustradius.comreview
news
- Iguazio Launches the First Integrated Feature Storebusinesswire.comnews
- Grab Selects iguazio's Unified Data Platformiguazio.comnews
- CVE-2026-29042: Iguazio Nuclio RCE Vulnerabilitysentinelone.comsecurity
security
- Iguazio: AI Platformiguazio.comofficial
- Best MLOps platform for 2022reddit.comreview
news
- Is Kubeflow overly complicated? . Redditreddit.comreview
review
- Kubeflow Reviews . G2g2.comreview