301 Tools CoveredLast Data Update August 10, 2026

Design a Data & AI Stack for Your Constraints

Turn your architecture, cloud, budget, deployment, scale, team, and workload requirements into an explainable stack recommendation.

How recommendations are scored

Your Real-time Analytics

Click any tool to swap it. Add optional layers to customize your recommendation.

Why this recommendation

Evidence: High · 80/100

This reflects how much supporting evidence we have for the recommendation, based on source coverage, metadata, and verified integrations.

  • Optimized for a default real-time analytics architecture across the required stack layers.
  • Prioritizes streaming, low-latency storage, and dashboarding layers for operational analytics.
  • Balances role fit, adoption, review quality, user requirements, and available integration evidence.
  • Source coverage: Most selected tools have strong adoption, review, and metadata coverage.
  • Verified integrations: 2 of 3 selected tool pairs are verified: Apache Flink + ClickHouse and ClickHouse + Apache Superset. No verified integration found yet: Apache Flink + Apache Superset.
  • Requirement evidence: No optional requirements were selected, so the stack is judged on default architecture fit.
18/100
Stack Score
36/100
Public Signal Coverage
0/100
Integration Coverage
Free (open source)
Est. Monthly Cost

Integration Map

Scroll horizontally to inspect every stack connection.

Integration not verified: Apache Kafka and ClickHouse. This connection is expected for the selected architecture, but verified source evidence is not recorded yet. streaming tools need a verified sink into the selected real-time store.Integration not verified: Apache Superset and ClickHouse. This connection is expected for the selected architecture, but verified source evidence is not recorded yet. dashboarding tools need to query the selected real-time store.Apache KafkaStreaming PipelineClickHouseReal-time StorageApache SupersetDashboardsNo verified direct integrations between these tools
Data flowIntegration evidence missing
Streaming Pipeline
No verified integrations
33.5kFree (open source)
Real-time Storage
No verified integrations
49.2kFree (open source)
Dashboards
No verified integrations
74.3kFree (open source)
Orchestration
Observability
🤖 AI: LLM Provider
🤖 AI: Agent Framework
🤖 AI: Vector Database

Understanding your stack scores

Stack Score

Overall fit of this reference stack, shown out of 100. It combines public signal coverage and integration coverage equally.

Public Signal Coverage

A category-relative public-signal measure, normalized to 100 from sources such as GitHub stars and Stack Overflow questions. It is an adoption proxy, not proof of enterprise use.

Integration Coverage

Share of architecture-relevant stack connections with a verified integration, shown out of 100. Green lines are verified integrations; amber dashed lines are expected stack connections where verified source evidence is not recorded yet.

Est. Monthly Cost

Estimated range based on each tool's published starting price and pricing model. Actual costs depend on usage, team size, and plan tier.

Integration indicators on each tool

2 verified all graph-relevant pairs are verified2 verified, 1 unverified select the status to inspect the unmatched pairNo verified integrations no verified direct connection found yet

This is a serious build

This architecture has multiple self-hosted components and complex integrations. We can help you validate the architecture before implementation.

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