- Company sizes or stages where the product may be inappropriate
- Very early-stage startups with minimal data complexity may prefer simpler reporting tools.
- Very large enterprises that require proven governance, SLAs, and detailed compliance artifacts may find more mature vendors appropriate.
- Industries or use cases where competitors are clearly more appropriate
- Highly regulated sectors (financial services, healthcare) where SOC 2/HIPAA and formal compliance documentation are mandatory.
- Technical requirements that the product does not publicly document
- Requirements for guaranteed data residency regions, published status pages, formal uptime SLAs, or detailed admin/audit capabilities were not confirmed in public materials.
- Budget or licensing contexts where alternatives are more appropriate
- Organizations already committed to Microsoft licensing may find Power BI more cost-effective and lower risk due to ecosystem integration.
- Specific workflows or integrations where the product may fall short
- Complex semantic modeling, certified connectors, and enterprise lineage/catalog tooling should be validated in product demos; if these are critical, mature BI vendors are likely safer.
- Red flags in the buying process
- Lack of verifiable third-party reviews and reliance on social posts for key compliance claims without certificate or scope documentation.
- Current limitations acknowledged by the vendor
- Published plan constraints include:
- AI query limits
- Storage limits
- Data retention limits
- Read-only API access on the Team plan
- Features on the roadmap (not yet available)
- No explicit public roadmap with timelines was located in the reviewed sources.
- Scale limitations (at what volume/size does it break down?)
- No public performance benchmarks or scale references were found.
- Security or compliance gaps
- SOC 2 is not publicly documented. ISO 27001 is claimed on social media but certificate and scope were not located in accessible materials.
- Technical debt or architectural limitations mentioned in reviews
- No third-party reviews were found that describe architectural constraints or technical debt.
- API limitations or integration constraints
- Team plan lists read-only API access; broader integration capabilities require confirmation during evaluation.