OpenClaw
Telegram deployment · Ready in under 2 minutes

Data Analyst on Telegram

Analyzes datasets, finds insights, and explains trends in plain English. Deployed as a Telegram AI agent with persistent memory across conversations.

Get it for $19.99One-time purchase · Works on Telegram, Discord, and WhatsApp

Why Telegram for Data Analyst

Telegram has the strongest bot API of any messaging platform in 2026 — 2 GB file uploads, no message length cap, inline keyboards, bot-to-bot communication inside groups, Telegram Stars for paid skills, and a Mini App Store for distribution. There are no AI policy restrictions, so any model and any skill works without friction. Telegram is where solo founders, indie hackers, crypto teams, and global business power users live — the audience that adopts AI tools fastest. For an AI agent that needs to send long-form output, accept large file uploads, or run in 1:1 DMs without a server, Telegram is the lowest-friction channel of the three.

For ai data analyst specifically, Telegram’s strengths line up well with the workflow. The skill is built for founders who need quick data insights and marketers analyzing campaign performance, and runs on Telegram with the same persistent memory and methodology as the other supported channels.

Telegram strengths for this skill

  • Files up to 2 GB per upload
  • No message length limit (unlimited formatted output)
  • Inline keyboards and tap-driven flows
  • Voice messages and formatted code blocks
  • Bot-to-bot communication inside groups (new in 2026)
  • Mini App Store distribution

What Telegram can’t do

  • Less consumer reach than WhatsApp
  • Not the default channel for traditional B2C customer support
  • Some enterprises restrict Telegram on managed devices

What Data Analyst does on Telegram

  • Analyze datasets and find actionable insights
  • Calculate SaaS metrics (MRR, churn, LTV, CAC)
  • Write and optimize SQL queries
  • Identify trends, anomalies, and patterns in data
  • Build cohort and funnel analyses
  • Explain complex data in plain English for stakeholders

How to deploy Data Analyst to Telegram

Total setup time: under 2 minutes. No code, no server, no token to manage.

  1. 1

    Buy the skill

    Purchase the skill on the OpenClaw marketplace — one-time, from $7.99.

  2. 2

    Pick Telegram as the channel

    From the post-purchase dashboard, select Telegram. No BotFather token to manage.

  3. 3

    Open the generated chat link

    Click the generated t.me link to open a chat with your new skill in Telegram.

  4. 4

    Send your first message

    The skill responds within seconds and starts building persistent memory from message one.

Example conversation on Telegram

You on TelegramHere's our monthly cohort data for the last 6 months. Tell me if we have a churn problem.
Data AnalystYou do — but it's nuanced. Month-1 retention is solid at 88%, but there's a steep drop at Month-3 (down to 61%). That suggests users find initial value but hit a wall around the 90-day mark. I'd investigate what happens at Month-3: is that when the free trial features expire? Are users hitting usage limits? The fix is likely an activation milestone between Month 1 and 3.
You on TelegramWrite me a SQL query to find our top 10 customers by revenue in the last 90 days, broken down by plan type.
Data AnalystHere's the query: SELECT c.name, c.plan_type, SUM(p.amount) as total_revenue FROM customers c JOIN payments p ON c.id = p.customer_id WHERE p.created_at >= NOW() - INTERVAL '90 days' GROUP BY c.name, c.plan_type ORDER BY total_revenue DESC LIMIT 10. If you also want to see their growth trend, I can add a month-over-month breakdown.
2026 context

Telegram added bot-to-bot communication inside groups, Telegram Stars for paid skills, and a Mini App Store in 2026 — none of which exist on WhatsApp or Discord.

Frequently Asked Questions

Do I need a BotFather token to run this skill on Telegram?+

No. OpenClaw handles bot creation and token management for you. You only need a Telegram account.

How long does Telegram setup take?+

Under 2 minutes from purchase to first response. There is no server, no token, and no code involved.

Can I run this skill on Telegram and another channel at the same time?+

Yes. Skills are channel-agnostic — the same skill can run on Telegram, Discord, and WhatsApp simultaneously while sharing the same persistent memory.

Can it connect to my database?+

You paste data or describe your dataset, and it performs analysis. It can write SQL queries for you to run, but it doesn't connect to databases directly.

What metrics does it know?+

SaaS (MRR, ARR, churn, NRR, LTV, CAC), e-commerce (AOV, conversion rate, ROAS), marketing (CTR, CPC, CPL), and operations (throughput, cycle time, SLA) metrics.

Can it create charts?+

It describes the ideal visualization and explains what chart type to use. For actual chart rendering, use the output in your preferred tool.

Ready to ship Data Analyst on Telegram?

One-time purchase. Persistent memory across conversations. Works on Telegram, Discord, and WhatsApp.

Get it for $19.99Best AI skills for Telegram →

Data Analyst also runs on