📀 TON Data Hub

4 public TON dashboards worth watching right now:

🌸 TON Staking
Staking yield recently spiked toward ~20% APY in TON terms after higher emission. Track validators, liquid staking, inflation and real yield.
https://dune.com/ton_foundation/staking

🌻 Fragment
TON’s core utility protocol: usernames, numbers, gifts. TVL matters, but real on-chain revenue matters more.
https://dune.com/ton_foundation/fragment

🏦 TON on CEX
Tracks TON deposits and withdrawals across major exchanges. Since 2026, more TON has been leaving CEXs than entering.
https://dune.com/ton_foundation/ton-on-cex

🪷 TON Believers Fund
Tracks the large unlock and where released TON goes. So far, staking absorbs more TON than CEX deposits.
https://dune.com/ton_foundation/ton-believers-fund

Data changes daily. DYOR.

🏄 Bring Tonpixo to any chat: 4 new ways to get insights on the fly.

🤖 Last week our team focused on bringing AI-driven TON analytics straight into your daily chats. You no longer have to open the Mini App to get answers. Here is what we built for you:

📈 On-Demand Charts
Data visualization just got an upgrade. Tonpixo can now generate and send clean chart images directly in Telegram. Ask for it and get a picture in seconds.

🏃 Universal Inline Mode
Bring analytics to any conversation. Just type @tonpixobot, follow a simple query structure, and get instant insights and charts dropped straight into your message.

• Format: @tonpixobot <address> [category] [count] <question>.

• Categories: transactions, jettons, nfts, or simply t, j, n.

📕 Smart Topics in Private Chats
New topic features were integrated into the bot's DMs. Now, every time you scan a new TON address, Tonpixo creates a dedicated, separate topic for it. Your research stays perfectly organized and easy to navigate.

💬 Collaborative Group Analysis
Add Tonpixo to your groups with the Topics feature enabled and admin rights. By request, the bot will create a new topic dedicated to a specific address. You and your community members can dive in, ask the agent questions, and analyze the address activity together in one place.

😎 Try the new features: @tonpixobot.

News | Tonpixo

New public Dune dashboard — TON CEX Flow Tracker.

Tracks TON moving in and out of all major exchanges, updated daily.

🟥 ~160M TON currently on exchanges
Binance (58M), Bybit (43M), OKX (25M) hold 78% of all CEX TON.

🟥 Daily flow: 2-6M TON each way
Inflow = potential sell pressure. Outflow = accumulation.

🟥 Whale tracker included
Top 50 largest deposits/withdraws in the last 7 days with clickable tonviewer links.

Data powered by ton-labels + algorithmically detected custodial wallets. Not 100% coverage — if you spot a
missing exchange, let us know in this chat.

↳ https://dune.com/ton_foundation/ton-on-cex

Built a skill for your AI agent that automates TON blockchain data analysis using Dune datasets. Turns out collecting ton-labels all this time was worth it!

🔗 github.com/ohld/ton-analyst

🗣 Rethinking TON Data Contests for 2026

This year we ran three major analytics contests together with DeDust, EVAA, and Storm Trade.

In the first two cases, the task was to build a complete, production-ready Dune dashboard for the project. Unfortunately, none of the submissions ended up being “ideal,” so the teams ultimately assembled their final dashboard from pieces of multiple entries. For Storm Trade we tried a new format: participants built individual charts, and the winner received a paid follow-up task to assemble the dashboard based on the partner’s technical requirements. Yet even this format didn’t fully produce the dashboard the partner envisioned.

As we plan our 2026 contests, we want to rethink how to make these formats more useful for both participants and business teams.

If you are a potential partner looking for dashboards or analytics, tell us what contest format would actually help you get the result you need. And if you’re a participant, share feedback on what challenges excite you and what kinds of artifacts (dashboards, models, scripts, monitoring tools, datasets, etc.) would be most valuable for the ecosystem.

What’s the ideal contest format we should try next year? Please share 👈

Rewards for ton-labels

We will send the rewards within a week, once the funds arrive in our wallets.

We’re also considering adding the highest-earning and unlabelled apps to the list of addresses eligible for rewards. Stay tuned.

In the meantime, which TON data do you find most interesting?

Guys,

Thank you very much for labeling addresses from this list.

But unfortunately we reward only for labeling addresses from this shortlist.

Read the rules please. I’ll update the shortlist today, maybe some of your addresses will appear there.

Also we might still reward for labeling apps with big tg stars withdraw volume.

👉👈

Which mini apps earn the most Telegram Stars?

The stats are incomplete and include only labeled addresses. Help us label the rest! Go check the dashboard to find the unlabeled addresses.

Source: https://dune.com/ton_foundation/ton-stars-withdrawals

Please take a look at this example PR:

https://github.com/ton-studio/ton-labels/pull/688

1. @dudhhsbshs provided a screenshot of the target address being in our shortlist eligible for the reward
2. He provided his chain of thought and proofs of the address ownership.

If the address belongs to a person, not an app, we will not accept that PR since we don’t want to deanonymize anyone. Labelling the addresses of apps is fine.

3. He created the PR with the changes and passed the CI tests (which validates your pr).
4. And provided his address for the rewards.

Then we reviewed PR, merged it. Lucky got the SBT and the bounty.

Wanna step-by-step video tutorial? Check it out: https://t.me/tondatahub/79

Hey guys,
Wanna do the onchain research and get rewarded?

7 TON for the new app
4 TON for the existing app

🔥Yes. This is another episode of our 🏷️ labelling competition 🏷️

1. Find the owner of the wallet
2. If that’s an app -> add it to our github repo
3. Provide proofs and get rewarded.

🔗 Don’t forget to READ THE RULES
🔗 Dashboard with addresses: https://dune.com/ton_foundation/labelling

TON is the most transparent chain.

Why?

Because we already have more than 2000 labels in our open-source ton-labels collection. And 8M custodial wallets for CEX, apps and even some trading bots.

These tables are available on Dune:

dune.ton_foundation.dataset_labels

dune.ton_foundation.result_custodial_wallets

That means we know the source or the destination of 70%+ jetton transfers. No other chain is transparent like this.

🕵🏻 REQUEST FOR LABELS

We’ve added a next batch of the most popular & unlabelled addresses on TON.

Go find their owners and add the labels to our repo.

Note: not all labels are eligible for the 7 or 4 TON reward. Read the rules first.

TL;DR: We reward only for labels related to apps on TON. We don’t want to dox anyone here 🌚

🔗 dune.com/ton_foundation/labelling

🎉 Great news for anyone looking to work directly with the TON Data Lake! TON data has now been added to the AWS Public Blockchain Data registry. All tables are available daily at s3://aws-public-blockchain/v1.1/ton/. This data is stored in Parquet file format for enhanced flexibility and bandwidth efficiency.

Our data is optimized for AWS analytical tools, ensuring seamless integration with Amazon Athena, SageMaker, QuickSight, and EMR. We've also set up an AI agent for AWS Bedrock, allowing users to obtain data-driven insights without writing SQL code. Examples are available in the article in the AWS re:Post blog.

Added more addresses for our labelling contest.

https://dune.com/ton_foundation/labelling

🔬 TON data on Dune Advanced Guide

Shared some advanced sql magic for fellow analysts.

🔹 How to analyze authentic users (excluding contracts and custodial wallets)
🔹 How to calculate TVL using balance tables
🔹 How to calculate USD volumes flowing through addresses
🔹 How to track Telegram Stars volumes on TON Blockchain
🔹 How to analyze both on-chain and estimated off-chain NFT trading volumes

Read the article:
🔗 blog.ton.org/how-to-analyze-ton-users-and-token-flows-on-dune

If you are new to TON data or Dune, read the first part: blog.ton.org/ton-on-chain-data-analysis-dune

Some unique stats on Telegram Gifts

https://t.me/GiftStickers/106

On February 2025 we’ve released the article which helped all of you guys to dive into the TON data on Dune.

🤫 And it is one of the most engaged artices on ton org 🤫

🔗 blog.ton.org/ton-on-chain-data-analysis-dune

Now we are working on the second — more advanced part.

What will be included:
0. How to analyse only real users (not random contracts or custodial wallets of CEXs)
1. How to calculate TVL using balances tables
2. How to calculate USD volumes went through an address
3. … and TG Stars volumes as well! (if they touched TON blockchain of course)

Any ideas what Dune tricks should we cover?