We help you implement, integrate, and optimize the best open-source data tools for your business. Explore how these tools fit together in a modern data platform:
%%{init: {'flowchart': {'nodeSpacing': -10, 'rankSpacing': 100}}}%%
flowchart LR
%% Node shapes and colors for clarity
%% Databases/Storage (cylinders)
subgraph DBs["Databases & Storage"]
PostgreSQL(("PostgreSQL")):::db
MySQL(("MySQL")):::db
Cassandra(("Cassandra")):::db
DuckDB(("DuckDB")):::db
Druid(("Druid")):::db
Iceberg(("Iceberg")):::db
S3(("S3")):::cloud
end
style DBs fill:#e0e7ff,stroke:#6366f1,stroke-width:1px,color:#222;
%% Orchestration (stadium)
subgraph Processing["Orchestration & ETL"]
Airflow(["Airflow"]):::orch
Luigi(["Luigi"]):::orch
Dagster(["Dagster"]):::orch
end
style Processing fill:#fef9c3,stroke:#f59e42,stroke-width:1px,color:#222;
%% Monitoring (parallelogram)
subgraph Monitoring["Monitoring & Observability"]
Grafana["Grafana"]:::monitor
Alertmanager["Alertmanager"]:::monitor
end
style Monitoring fill:#f3e8ff,stroke:#a21caf,stroke-width:1px,color:#222;
%% Development & API
subgraph Development["Development & API"]
WebApp["Web App"]:::api
API["API"]:::api
end
style Development fill:#e0f2fe,stroke:#0ea5e9,stroke-width:1px,color:#222;
%% External Inputs (greyed/faded, dashed border)
subgraph ExternalInputs["External Data Sources"]
direction LR
ExtApp["Your App"]:::external
ExtData["Your Data"]:::external
ExtAPI["External API"]:::external
Ext3rd["3rd Party"]:::external
end
style ExternalInputs fill:#f3f4f6,stroke:#64748b,stroke-width:1px,stroke-dasharray: 6 4, color:#888;
%% External Outputs (greyed/faded, dashed border)
subgraph ExternalOutputs["External Data Consumers"]
direction LR
OutApp["Your App"]:::external
OutAPI["API Consumer"]:::external
OutData["External Data Consumer"]:::external
end
style ExternalOutputs fill:#f3f4f6,stroke:#64748b,stroke-width:1px,stroke-dasharray: 6 4, color:#888;
%% Connections (main flows: thick/animated, secondary: dashed)
Kafka ==>|"Stream"| Flink
Flink ==>|"Write"| S3
S3 ==>|"Query"| DuckDB
S3 ==>|"Ingest"| Druid
S3 ==>|"Table"| Iceberg
Druid ==>|"Query"| Grafana
DuckDB ==>|"Notebook"| Jupyter
Grafana ==>|"Dashboard"| SuperSet
Grafana ==>|"Viz"| D3
Grafana ==>|"Product Analytics"| PostHog
SuperSet -.-> Grafana
PostHog -.-> Grafana
Airflow ==>|"Trigger"| Flink
Luigi ==>|"Trigger"| Flink
Dagster ==>|"Trigger"| Flink
PostgreSQL ==>|"Federated Query"| Grafana
MySQL ==>|"Federated Query"| Grafana
Cassandra ==>|"Federated Query"| Grafana
Prometheus ==>|"Metrics"| Grafana
Loki ==>|"Logs"| Grafana
Prometheus ==>|"Alert"| Alertmanager
WebApp ==>|"Social Data"| Postiz
API ==>|"Social Data"| Postiz
Postiz ==>|"Embed"| D3
%% Data Labeling flows
S3 -.-> Doccano
Doccano ==>|"Labeled Data"| Flink
%% Connect external inputs to entry points in the pipeline
ExtApp --> API
ExtData --> S3
ExtAPI --> API
Ext3rd --> S3
%% Connect outputs from BI/Analytics and Marketing to external outputs
Grafana --> OutApp
SuperSet --> OutApp
D3 --> OutAPI
Postiz --> OutData
PostHog --> OutData
%% Node classDefs for subtle node-level coloring and bold borders for key nodes
classDef db fill:#e0e7ff,stroke:#6366f1,stroke-width:1px,color:#222;
classDef cloud fill:#e0e7ff,stroke:#38bdf8,stroke-width:1px,color:#222;
classDef orch fill:#fef9c3,stroke:#f59e42,stroke-width:1px,color:#222;
classDef etl fill:#fffde7,stroke:#fbbf24,stroke-width:1px,color:#222;
classDef stream fill:#fce7f3,stroke:#db2777,stroke-width:1px,color:#222;
classDef bi fill:#e0ffe0,stroke:#22c55e,stroke-width:1px,color:#222;
classDef monitor fill:#f3e8ff,stroke:#a21caf,stroke-width:1px,color:#222;
classDef marketing fill:#fff7ed,stroke:#ea580c,stroke-width:1px,color:#222;
classDef api fill:#e0f2fe,stroke:#0ea5e9,stroke-width:1px,color:#222;
classDef label fill:#e0f7fa,stroke:#00bcd4,stroke-width:1px,color:#222;
classDef external fill:#f3f4f6,stroke:#64748b,stroke-width:1px,stroke-dasharray: 4 2, color:#888,opacity:0.7;
%% Bold border for key pillar nodes
class Airflow,Kafka,Postiz,Doccano orch,stream,marketing,label;
%% Animated/thick lines for main flows
linkStyle 0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27 stroke:#00ade2,stroke-width:1px,stroke-dasharray:8 4;
%% Dashed lines for secondary flows
linkStyle 27,28,29 stroke:#64748b,stroke-width:1px,stroke-dasharray:4 4;
This diagram shows how open-source tools can be combined for a modern, scalable data platform. We help you design and implement the right architecture for your needs.
Platform to programmatically author, schedule, and monitor workflows.
How we help: DAG design, deployment, and monitoring.
Workflow management system for batch data pipelines.
How we help: Pipeline design, dependency resolution, and monitoring.
Data orchestrator for building and managing complex data assets.
How we help: Asset catalog, type safety, and observability.
Transform data in your warehouse with SQL-based workflows.
How we help: dbt setup, modeling, and analytics.
In-process analytical database for fast, local analytics.
How we help: Integration, optimization, and training.
Real-time analytics database for fast, large-scale data.
How we help: Deployment, integration, and tuning.
Advanced open-source relational database.
How we help: Setup, scaling, and optimization.
Popular open-source relational database.
How we help: Deployment, migration, and support.
Distributed NoSQL database for high availability.
How we help: Cluster setup, scaling, and support.
Table format for huge analytic datasets on object stores.
How we help: Integration, migration, and best practices.
Containerization platform for consistent environments.
How we help: Containerization, orchestration, and training.
Container orchestration for scaling and managing apps.
How we help: Cluster setup, deployment, and monitoring.
Distributed event streaming platform.
How we help: Cluster setup, integration, and monitoring.
Stream and batch processing for big data.
How we help: Pipeline design, deployment, and tuning.
Distributed SQL query engine for big data.
How we help: Deployment, integration, and optimization.
Visualization and analytics for metrics and logs.
How we help: Dashboard setup, integration, and training.
Metrics collection and monitoring system.
How we help: Setup, integration, and alerting.
Log aggregation system by Grafana Labs.
How we help: Deployment, integration, and dashboarding.
Open-source product analytics suite.
How we help: Analytics setup, integration, and A/B testing.
Open-source social media scheduling and analytics platform for creators, businesses, and agencies.
How we help: Integration, automation, and analytics.
Modern open-source BI and data exploration platform.
How we help: Deployment, integration, and dashboarding.
Multi-user Jupyter notebooks for teams.
How we help: Deployment, integration, and support.
JavaScript library for interactive data visualizations.
How we help: Visualization design, integration, and training.
Web-based notebook for data exploration and visualization.
How we help: Deployment, integration, and support.
High-level Python web framework.
How we help: App development, API design, and deployment.
Modern, fast web framework for APIs.
How we help: API design, deployment, and optimization.
Lightweight Python web framework.
How we help: App development, integration, and deployment.
If you care about speed, reliability, frugality, and real impact from your data—let's work together.