Citta

What is Citta?

Citta is a SaaS product aimed at ML teams, ETL engineers and low-code developers who build data pipelines and package them as operational apps for business users. A data project covers ingestion, quality checks, machine learning, business rules and metrics; an application adds a data model with time-travel support and adjustable controls, so users can change thresholds and constraints, or run simulations, without touching code. Projects and apps can be bundled as solutions and shared through an internal marketplace, and one-click environments and releases handle deployment. Developers can write custom services in Python with the citta-sdk package, which includes a template for a LangGraph agent. Connectors named on the site include Oracle EBS, SAP HANA, Snowflake, PostgreSQL, Amazon S3, SFTP, Hadoop, Salesforce, Workday and ServiceNow. The pricing page lists Basic at $0, Pro at $120 per year with a 7-day free trial, and an Enterprise tier through contact.

Use cases

• Package data pipelines as business apps
• Build operational apps with adjustable rules
• Model scenarios with time-travel data
• Unify data engineering and ML workflows
• Release pipeline apps with one click
• Distribute solutions through an internal marketplace

Who it's for

• Data engineers
• ML engineers
• Low-code developers
• Enterprise IT teams

Why use Citta

• Turns one-off scripts and batch jobs into governed apps with versioning and releases.
• Business users can change rules and thresholds themselves without a new code deployment.
• Engineering, ML and BI work share one platform instead of separate silos.
• Named connectors cover common ERP systems, warehouses and file sources.

Citta features

• Data projects for ingestion, quality checks, ML, business rules and metrics
• Applications with time-travel data models
• Adjustable controls for business rules, thresholds and constraints
• Solutions packaging with an internal marketplace
• One-click environments, releases and deployment
• Multicloud orchestration of data pipelines
• Python SDK (citta-sdk) for custom services with FastAPI or Flask
• citta command-line tool with a LangGraph agent template
• Connectors for databases, ERP, files and cloud storage

Citta integrations

• Oracle EBS
• SAP HANA
• Snowflake
• PostgreSQL
• Amazon S3
• SFTP
• Hadoop
• Salesforce
• Workday
• ServiceNow
• FastAPI
• LangGraph

How to get started with Citta

1. Connect data sources such as databases, ERP systems, files or cloud storage.
2. Build a data project with ingestion, quality checks, ML and business rules.
3. Create an application with a data model and adjustable controls for business users.
4. Package projects and apps as a solution, and share it through the internal marketplace.
5. Create environments and release to production with one click.

Citta limitations

• Feature lists under each plan are not filled in on the pricing page
• Some connectors are labelled Upcoming
• Custom services need Python 3.10 or newer

Citta pricing

Yes, Citta has a free plan. Paid plans start at $120 per year, according to the official pricing page on 24 Oct 2026.

Citta plans

• Basic

  $0

• Pro

  $120 per year

  billed yearly; 7-day free trial

• Enterprise

  Custom

  contact the vendor

Plans as listed on the official pricing page on 24 Oct 2026. Prices can change and may vary by country or exclude tax. Check the official pricing page.

Citta alternatives

The main Citta alternatives listed on Debuly are Databricks, Windmill, Semantic Kernel, Alibaba Cloud Model Studio, each::labs and Firemetrics. The table compares pricing and platforms; order is A–Z.

1. 

   Alibaba Cloud Model Studio

   Alibaba Cloud platform giving developers API access to Qwen and partner models for text, image, video and speech, billed per token or by subscription.

   Developer platformsAudio and voiceVideo
   PaidVisit Alibaba Cloud Model Studio (official site)
2. Da

   Databricks

   Data and AI platform for data engineering, warehousing, governance, dashboards and AI agents, billed by usage on AWS, Azure and GCP.

   Developer platformsAutomation and agentsProductivity
   Free trialVisit Databricks (official site)
3. 

   each::labs

   One API for 600+ image, video, audio and text models, with fallback routing, versioned workflows and pay-per-call pricing.

   Developer platformsAutomation and agentsVideoImage generation
   PaidVisit each::labs (official site)
4. 

   Firemetrics

   FHIR-native clinical data repository for hospitals with SQL access, an MCP server and a local AI assistant.

   Developer platformsResearch and search
   Contact salesVisit Firemetrics (official site)
5. 

   Semantic Kernel

   Microsoft's open-source SDK for building AI agents and multi-agent systems in Python, .NET and Java, now succeeded by Microsoft Agent Framework.

   Developer platformsAutomation and agentsCoding
   Open sourceVisit Semantic Kernel (official site)
6. 

   Windmill

   Open-source, self-hostable platform for building internal tools, workflows and data pipelines as code.

   Developer platformsAutomation and agentsCoding
   FreemiumVisit Windmill (official site)

Citta FAQ

Sources & verification

Facts on this page come from the official sources below, each with the date we read it. Written by Debuly; the vendor did not review this page.

Image credits

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