Time-series and metrics
OpenTSDB
OpenTSDB documents metric, tag, UID, stats, retention, profile, and guarded metadata operations for time-series APIs.
Prerequisites
- Install the current DataPad++ desktop pre-release on Windows, macOS, or Linux.
- Have the endpoint, database file, or cloud account details for a OpenTSDB datastore you are authorized to use. Start with least-privileged, read-only access.
- Keep an independent backup before enabling edits, administration, restore, or transfer execution.
Connect and run a safe query
- 1
Create the connection
Open Library, choose Create connection, and select OpenTSDB and a supported Connection method tab.
- 2
Test and save
Complete the applicable fields and enable Read-only connection. Test connection when available; new local files and pending secondary credential changes must be saved first. Review runtime limitations and warnings.

OpenTSDB connection setup. The OpenTSDB connection dialog with supported method tabs and illustrative, non-secret settings. Expand optional sections and review runtime limitations before saving. Open full size - 3
Open the native explorer
Use Save Connection, or Create Database and Save Connection for a new local file, then open the OpenTSDB Explorer where supported.
- 4
Select a scope
Select the bucket / project scope that should be attached to the new tab.
- 5
Run a bounded read
Open a query tab, paste the bounded read-only sample below, and choose Run or press Ctrl/Cmd+Enter.

OpenTSDB native workflow. A representative OpenTSDB explorer and bounded read-only workflow. Replace the example objects with names from your datastore. Open full size - 6
Inspect the result
Inspect Results, Messages, History, and Details; dock the panel on the bottom or right as needed.
- 7
Export when needed
Export only the required rows after reviewing format, destination, and redaction options.
- 8
Open diagnostics or transfers
Open Diagnostics or Transfers from the drawer/status bar and treat disabled reasons as capability boundaries, not transient errors.
Connection fields
| Field | Required | Purpose | Safe example |
|---|---|---|---|
| Name | Yes | A clear profile name, without credentials. | OpenTSDB development |
| Connection method | Yes | Choose a supported tab. The fields below apply only to the selected method and deployment. | Connection fields / Connection string |
| Environment | No | Attach the intended variable and safety context. | Local development |
| Read-only connection | No | Enable for initial exploration. This does not make pre-release software safe for production workloads. | Enabled |
| Host / Port | No | Endpoint for a fields-based connection. Follow the selected deployment and runtime limitations; MongoDB SRV does not use an explicit port. | localhost / engine default |
| Database / default scope | No | Initial scope for browsing, where supported. | catalog |
| Complete connection string | Yes | Required in Connection string mode only. Saved unchanged as one vault secret with Save Connection. Blank keeps an existing stored value. | Paste your complete provider string; do not share it |
| Username | No | Authentication identity for the selected method. | catalog_reader |
| Password | No | Required only when the chosen authentication needs it. Save Connection stores changes; blank preserves an existing value, and Reveal… explicitly discloses it. | Stored in the desktop OS vault |
| Endpoint | No | General. Optional, depending on the method and server. Review runtime limitations before overriding the driver default. | Driver default |
| Path prefix | No | Advanced. Optional, depending on the method and server. Review runtime limitations before overriding the driver default. | Driver default |
| Database | No | General. Optional, depending on the method and server. Review runtime limitations before overriding the driver default. | Driver default |
| Organization | No | General. Optional, depending on the method and server. Review runtime limitations before overriding the driver default. | Driver default |
| Bucket | No | General. Optional, depending on the method and server. Review runtime limitations before overriding the driver default. | Driver default |
| Query timeout (ms) | No | Advanced. Optional, depending on the method and server. Review runtime limitations before overriding the driver default. | Driver default |
Run the sample query
GET /api/query?start=1h-ago&m=avg:demo.temperatureExplore and inspect
- Browse metrics, tags, tag values, UID metadata, stats, retention posture, access posture, and diagnostics.
- Inspect chart-ready series, tag tables, UID metadata, stats payloads, raw JSON, range warnings, and cardinality/retention hints.
Diagnose, administer, and transfer
- Review metrics/stats, UID metadata, access posture, retention posture, cardinality, endpoint health, and query-window warnings.
- Preview UID repair, metadata operations, retention checks, stats collection, profile workflows, and API export plans.
- Import — Unavailable. OpenTSDB exports raw series through /api/query with the native none aggregator. Import is unavailable because /api/put cannot atomically fail when a series and timestamp already exist. Formats: OpenTSDB query JSON (native). Destinations: local file. OpenTSDB /api/put can replace an existing series/timestamp and has no atomic create-only precondition.
- Export — Live. OpenTSDB exports raw series through /api/query with the native none aggregator. Import is unavailable because /api/put cannot atomically fail when a series and timestamp already exist. Formats: OpenTSDB query JSON (native). Destinations: local file.
- Backup — Unavailable. This datastore has no supported in-process or server API for a full native backup artifact. Formats: Native managed backup (native). Destinations: cloud uri, server path. Full OpenTSDB backup and restore require excluded vendor tooling or storage-backend access.
- Restore — Unavailable. This datastore has no supported in-process or server API for a full native backup artifact. Formats: Native managed backup (native). Destinations: cloud uri, server path. Full OpenTSDB backup and restore require excluded vendor tooling or storage-backend access.

Capabilities and availability
| Capability | Status | Notes |
|---|---|---|
| Native explorer | Preview | Browse metrics, tags, tag values, UID metadata, stats, retention posture, access posture, and diagnostics. |
| Read queries | Preview | Use metric query builders, tag filters, deterministic metric/tag/function IntelliSense, bounded time ranges, and profile or stats previews. |
| Inline editing | Unavailable | Use a reviewed statement or the engine-native tool instead. |
| Diagnostics / administration | Guarded | Preview UID repair, metadata operations, retention checks, stats collection, profile workflows, and API export plans. |
| Import / export / transfer | Guarded | Availability follows the authoritative runtime transfer manifest and shows a disabled reason when execution is not implemented. |
Safety and limitations
Troubleshooting
| Symptom | Resolution |
|---|---|
| Test connection fails or times out | Verify endpoint, port, TLS mode, proxy settings, service health, firewall rules, and network access. Keep the profile unsaved until the test explains the failure. |
| Explorer branches are empty or disabled | Confirm the selected bucket / project, refresh the branch, and grant the minimum metadata permissions described in the connection warning. |
| Run, edit, admin, or transfer is disabled | Read the visible disabled reason. Select a compatible target, turn off read-only only when authorized, or use the documented preview/export fallback. |
| The sample query fails or returns different columns | Replace the example names with objects from your OpenTSDB datastore, confirm the selected bucket / project, and keep the query bounded while you validate the result. |