TalkieTalkieData Analytics

Governed first-party research data

From product signals to research-ready evidence.

A private analytics workspace for exploring TalkieTalkie datasets, understanding every field, and exporting governed research files without touching hidden stores or raw credentials.

Open private workspace Review the data model
Formats
CSV · JSON · Parquet · Arrow
Controls
Field-level selection
Provenance
Catalog versions + audit
Research workspace Illustrative interface
DATASET CATALOGFresh

Translation activity

Fields selected18of 34
Coverage90drolling
OutputParquetcolumnar
Records by dayUTC
Dataset catalogVersioned dictionarySchema-aware exportsRead-only query APIAudit historyReplayable request metadata

Research infrastructure

Built for questions, not just downloads.

Move from field discovery to a documented, governed export in one workflow. Every selectable field is drawn from the controlled catalog.

01

A living data dictionary

Search definitions, types, units, nullability, provenance, version history, sensitivity, and known quality notes before analysis begins.

02

Flexible analytical formats

Export tabular, document, line-delimited, or columnar files based on the downstream tool. CSV and TSV open cleanly in spreadsheet software.

  • CSV
  • TSV
  • JSON
  • NDJSON
  • Parquet
  • Arrow
03

Evidence with a chain of custody

Machine-readable manifests record the requested datasets, fields, filters, catalog version, format, and generation time. Audit records remain after the streamed file expires.

Analyst workflow

Designed like a research terminal.

Use a guided export builder when speed matters, or a constrained read-only query console when the research design needs more control.

  1. 1

    Discover

    Browse datasets, versions, grains, and coverage.

  2. 2

    Define

    Select fields and apply transparent time filters.

  3. 3

    Validate

    Preview rows, types, and the generated query.

  4. 4

    Export

    Download files with request manifests, dictionaries, and audit metadata.

Example governed query

Summarize observed translation activity by day.

This is the same constrained, read-only SQL-style dialect available in the private Query Lab and API. Dataset, field, filter, grouping, and aggregation permissions are validated against the live catalog before execution.

READ-ONLY SQLusage_daily
SELECT event_date, data_source,
       SUM(translation_count) AS translations
FROM usage_daily
WHERE event_date >= '2026-07-01'
  AND data_source = 'saybridge'
GROUP BY event_date, data_source
ORDER BY event_date DESC
LIMIT 1000

Only cataloged fields and approved measures are accepted. No joins, mutations, arbitrary functions, or direct warehouse credentials.

Stakeholder research programs

Turn a live product question into a governed research program.

Broad market-research analytics are not enabled by default in version 1. TalkieTalkie can separately design a program with approved stakeholders around real-time questions, measurement windows, and delivery formats, using consented, governed, aggregated signals only when the program's notices, active collection settings, and coverage support them.

Clear boundary: a research partnership does not provide unrestricted raw personal data, private conversations, credentials, or hidden user-level records.

Discuss a research program

Research partnership principles

  1. 01

    Designed together

    Align the question, eligible signals, cohorts, time window, and success criteria before analysis.

  2. 02

    Governed at the source

    Use only approved catalog fields with disclosed consent, coverage, freshness, and suppression constraints.

  3. 03

    Delivered with context

    Pair aggregates and trends with a data dictionary, methodology notes, and auditable request metadata.

Controlled by design

Private access. Explicit scope. Auditable outputs.

Catalog-only access

Only explicitly approved analytical datasets and fields can be queried or exported. Authentication stores and hidden infrastructure remain out of scope.

Read-only operations

The query interface supports a constrained SELECT-style dialect. It cannot mutate, delete, or administer warehouse data.

Coverage is disclosed

Freshness and availability are shown in the workspace. Dataset coverage depends on the collection settings active for each product build.

Authorized access only

Enter the private research workspace.

This environment is restricted to enabled, approved accounts. Invited research users receive only explicitly granted, customer-ready data products. Attempts are rate-limited and recorded for security review.

Data stays governed. The browser receives only cataloged fields and rows requested through authenticated, read-only endpoints. Consent, coverage, and sharing approval still apply.