# Feature Roadmap

This page provides an overview of tdx feature coverage and planned development.

## Feature Coverage Matrix

The matrix below shows the current status of each command across five capability areas:

| Legend | Meaning |
|  --- | --- |
| ✅ | Available |
| 🚧 | Planned |
| ➖ | Not planned |


### Capability Definitions

- **Read**: Query and retrieve resources (list, get, describe)
- **Write**: Create and update resources (create, update, delete)
- **Verify**: Validate configuration locally before deployment
- **Sync**: Bidirectional sync between local files and remote resources (push, pull)
- **Monitor**: Track execution status and metrics (logs, status, history)


## Data Commands

| Command | Read | Write | Sync | Monitor |
|  --- | --- | --- | --- | --- |
| [`tdx query`](/treasure-code/commands/query) | ✅ | ✅ | ➖ | ➖ |
| `tdx query` (federated) | 🚧 | ➖ | ➖ | ➖ |
| [`tdx job`](/treasure-code/commands/job) | ✅ | ✅ | ➖ | ✅ |
| [`tdx database`](/treasure-code/commands/database) | ✅ | ✅ 1 | ➖ | ➖ |
| [`tdx table`](/treasure-code/commands/table) | ✅ | ✅ 1 | ➖ | ➖ |
| `tdx upload` | ➖ | 🚧 | ➖ | ➖ |
| [`tdx workflow`](/treasure-code/commands/workflow) | ✅ | ✅ | ✅ | 🚧 2 |


1 Use `tdx query "CREATE SCHEMA ..."` or `tdx query "CREATE TABLE ..."`

2 Session/attempt monitoring via `tdx wf sessions`, `tdx wf attempts`

## CDP Commands

| Command | Read | Write | Verify | Sync | Monitor |
|  --- | --- | --- | --- | --- | --- |
| [`tdx segment`](/treasure-code/commands/segment) | ✅ | ✅ | ✅ | ✅ | 🚧 |
| [`tdx parent-segment`](/treasure-code/commands/parent-segment) | ✅ | ✅ | ✅ | ✅ | 🚧 |
| [`tdx connection`](/treasure-code/commands/connection) | ✅ | 🚧 | ✅ 3 | 🚧 | ➖ |
| [`tdx engage`](/treasure-code/commands/engage) | ✅ | 🚧 | ➖ | 🚧 | 🚧 |
| [`tdx journey`](/treasure-code/commands/journey) (batch) | ✅ | ✅ | ✅ | ✅ | 🚧 |
| `tdx journey` (realtime) | 🚧 | 🚧 | 🚧 | 🚧 | 🚧 |


3 Connector config validation via `tdx connection schema`

## AI Commands

| Command | Read | Write | Verify | Sync | Monitor |
|  --- | --- | --- | --- | --- | --- |
| [`tdx agent`](/treasure-code/commands/agent) | ✅ | ✅ | 🚧 | ✅ | ➖ |
| [`tdx llm`](/treasure-code/commands/llm) | ✅ | ✅ | 🚧 | ➖ | ✅ |
| [`tdx chat`](/treasure-code/commands/chat) | ✅ | ✅ | ➖ | ➖ | ✅ |


## Utility Commands

| Command | Read | Write | Sync | Monitor |
|  --- | --- | --- | --- | --- |
| [`tdx user`](/treasure-code/commands/user) | ✅ | ➖ | ➖ | ➖ |
| `tdx auth` | ✅ | ✅ | ➖ | ➖ |


## Claude Code Integration

[`tdx claude`](/treasure-code/commands/claude) launches [Claude Code](https://claude.ai/code) with Treasure Data tools pre-configured.

| Feature | Status | Description |
|  --- | --- | --- |
| Conversation | ✅ | Interactive chat with Claude |
| Tool calls | ✅ | Execute commands via Claude (tdx, Bash, etc.) |
| [MCP](https://code.claude.com/docs/en/mcp) | ✅ | Model Context Protocol support |
| [Skills](https://code.claude.com/docs/en/skills) | ✅ | Agent skills for specialized tasks |
| [Plugins](https://code.claude.com/docs/en/plugins) | ✅ | Extensible plugin system |
| [Hooks](https://code.claude.com/docs/en/hooks) | ✅ | Event-driven automation |
| IDE: VS Code | ✅ | Run `tdx claude` in VS Code terminal |
| Plan mode | ✅ | Structured planning for complex tasks |
| [Extended thinking](https://code.claude.com/docs/en/common-workflows#use-extended-thinking) | ✅ | Reasoning with extended thinking |
| [Subagents](https://code.claude.com/docs/en/sub-agents) | ✅ | Delegate tasks to specialized subagents |
| [Agent SDK](https://platform.claude.com/docs/en/agent-sdk/overview) | ✅ | Build custom agents with Claude |
| Opus model | ✅ | Support for Claude Opus model |


## Feature Highlights

### Marketing as Code (Sync)

The sync capability enables [Marketing as Code](/treasure-code/guide/marketing-as-code), allowing you to:

- Export resources to YAML files (`tdx segment pull`)
- Edit configurations locally with version control
- Deploy changes safely (`tdx segment push`)
- Preview changes before applying (`--dry-run`)
- Clone resources to new names (`tdx segment clone`)


Currently available for **segments**, **parent-segments**, **batch journeys**, **workflows**, and **AI agents**.

### Local Verification (Verify)

The verify capability validates configurations locally before deployment:

- Check YAML configuration syntax and structure
- Validate field references against the parent segment schema
- Validate segment rules, operator types, and required fields
- Validate journey step references and A/B test percentages
- Validate connector configs against connection schemas
- Detect issues early without affecting production resources


Currently available for **segments** (`tdx sg validate`), **journeys** (`tdx journey validate`), **parent-segments**, and **connections** (`tdx connection schema`). Planned for LLM agents.

### Monitoring

Monitoring capabilities allow tracking execution and status:

- Job status and results (`tdx job list`, `tdx job show`, `tdx job result`)
- Chat and LLM usage monitoring (`tdx chat logs`, `tdx llm logs`)
- Workflow sessions and attempts (`tdx wf sessions`, `tdx wf attempts`)
- Workflow logs (`tdx wf attempt <id> logs`)
- CDP execution tracking (planned for segments, parent-segments, engage, journeys)


## Roadmap Priorities

### Recently Completed (v0.10 - v0.12)

- ✅ Workflow sync (`tdx wf pull`, `tdx wf push`, `tdx wf clone`)
- ✅ Workflow secrets management (`tdx wf secrets`)
- ✅ Default workflow project (`tdx wf use`)
- ✅ Interactive workflow run (`tdx wf run`)
- ✅ Segment validation (`tdx sg validate`)
- ✅ Journey validation (`tdx journey validate`)
- ✅ Connector config validation (`tdx connection schema`)
- ✅ Journey wait step branching (different paths for matched vs timeout)


### Near-term

- Local file upload to tables (`tdx upload`)
- Federated query support (`tdx query`) - Query external data sources including Snowflake, BigQuery, Redshift, and Databricks
- Connection write/sync support
- Workflow monitoring enhancements (task progress, improved log streaming)
- CDP monitoring (segment, parent-segment, engage, journey execution tracking)
- Engage write/sync support
- Journey realtime support (read, write, sync, monitoring)
- Local verification for LLM agents


### Future

- Enhanced monitoring dashboards
- Cross-resource dependency tracking