Analytic Sages

Developing the strongest global pipeline of blockchain data talents | Become a future-ready blockchain data analysts | Powered by @SagesLab

[Analytic Sages @AnalyticSages]

Gm Everyone ☀️

Want to build real-world Web3 research skills?

Join Cohort 9 of our SQL & Excel for Blockchain Data Analytics and Research Bootcamp at Analytic Sages! 🚀

In just 6 weeks, learn SQL, Excel and AI-assisted research while extracting, analysing and interpreting blockchain and market data from:
🔹 @coingecko
🔹 @artemis
🔹 @Dune
🔹 @DefiLlama

Explore DeFi, Real-World Assets (RWAs) and perpetual futures through hands-on projects, live sessions and weekly office hours.

📅 Classes start: November 9, 2026
⏳ Registration closes: November 7, 2026
🎓 Duration: 6 weeks | 12 live sessions + weekly office hours
🌍 Format: Fully remote
💳 Flexible tuition options available for those who need payment flexibility.

Build practical skills. Analyse real datasets. Develop portfolio-ready research projects.

Register now 👇
https://t.co/2cW0y1GWiE

#BlockchainAnalytics #Web3Research #SQL #DataAnalytics #AnalyticSages

[Analytic Sages @AnalyticSages]

🚨 Happy Opportunity Monday, Sages!

Last Monday of the month. Time to execute.
Two new drops on the board:

1️⃣ MultiHopper Bounty (Superteam Earn): 5,000 USDC reward + up to $50k in prizes. A huge Superteam Earn bounty with up to $50,000 + revenue share up for grabs (5,000 USDC base reward). (Deadline: Nov 30)
🔗https://t.co/pjwj24XgII

2️⃣ Senior Data Engineer @ Phantom: Remote role focusing on on-chain architecture (SQL, Python). Phantom is looking for a senior dev (SQL, Python, Snowflake, dbt) to scale their data architecture and experimentation infrastructure.
🔗https://t.co/1dqvIitoix

Check the platform for details and shoot your shot! Let’s get it! 🔥🔥

#OpportunityMonday #AnalyticSages #Web3Jobs #DataEngineeringJobs #RemoteJobs #BlockchainJobs #TechOpportunities #SuperteamEarn #PhantomJobs #CryptoJobs #SQLJobs #PythonJobs #Web3Bounties #TechCareers #BlockchainTechnology #BuildInWeb3 #CareerOpportunities #TechCommunity #USDC #MondayMotivation

[Analytic Sages @AnalyticSages]

Three Web3 developments worth paying attention to this week.

What happens when a token cannot be traded? Why is Bitcoin facing renewed selling pressure? And can Aerodrome’s liquidity model succeed across multiple chains?

Our latest Weekly Research Stack breaks down:

🔹 Papertrade’s decision to keep PAPER non-transferable

🔹 Bitcoin’s decline and the market forces behind it

🔹 Aerodrome’s multichain expansion and what comes next for liquidity

If you want to understand what’s happening beneath the surface of Web3 markets, this research is worth your time.

Read the full research here:
🔗 https://t.co/kn6XZE4kQf

Read. Analyse. Stay ahead.

#AnalyticSages #BlockchainResearch #Web3 #Bitcoin #DeFi

[Analytic Sages @AnalyticSages]

🚨 WE’RE LIVE NOW, SAGES! 🔥

We’re diving Inside Arc’s Data Layer to explore how onchain activity becomes valuable blockchain intelligence. ⛓️📊

Don’t miss the conversation!

📍 We’re LIVE on Telegram NOW.

🔗 Join us and be part of the discussion!

https://t.co/qSMJwpnniz

#AnalyticSages #BlockchainData #Web3 #OnchainData #Arc

[Analytic Sages @AnalyticSages]

⚡️ OPPORTUNITY FRIDAY IS HERE, SAGES!

Your next opportunity could be one click away. 👀

We’ve got two fresh opportunities you don’t want to miss:

🔹 DATA on Sui Content Quest
Create Web3 data content or amplify posts and stand a chance to win up to $1,000 USDC!
⏳ Deadline: October 29
🔗 https://t.co/OenhLYMSXx

🔹 Smart Contract Engineer @ Ritual
A remote opportunity for developers skilled in Solidity and EVM technologies.
🔗 https://t.co/cVxwpPJbxu

Don't just watch opportunities pass you by. SHOOT YOUR SHOT! 🚀

Which one are you checking out first? Let us know in the comments! 👇

#AnalyticSages #OpportunityFriday #Web3Jobs #Blockchain #Solidity #DataAnalytics #TechOpportunities #RemoteJobs

[Analytic Sages @AnalyticSages]

🤔 What if blockchain transactions could tell you more than just who sent what to whom?

What if you could turn onchain activity into insights that reveal patterns, trends, and what's really happening on a blockchain?

That's the kind of intelligence we'll be exploring inside Arc's Data Layer.

📅 Tomorrow, October 23
⏰ 8:30 PM WAT
📍 Telegram Live

Don't just watch blockchain activity. Learn to understand the data behind it.

Ready to explore?
Register now! 👇

https://t.co/qSMJwpnniz

#BlockchainData #OnchainData #Web3 #DataAnalytics #AnalyticSages

[Analytic Sages @AnalyticSages]

🚀 Go beyond transactions! Discover how Arc’s Data Layer turns on-chain activity into valuable blockchain intelligence. 📊 Join us October 23 at 8:30 PM WAT on Telegram Live! https://t.co/s1oZXFbSWU

[Analytic Sages @AnalyticSages]

Weekly Research Brief #4 is LIVE!

This week, we’re looking at two big stories in blockchain:

🔹 Starknet may leave Ethereum to build its own blockchain by 2027.

🔹 PancakeSwap proposes giving more swap fees to liquidity providers while cutting CAKE token emissions.

📖 Want to know more?

Read the full brief 👇
🔗 https://t.co/2GcMQeI8gM

💬 Read, share, and tell us what you think!

[Analytic Sages @AnalyticSages]

Blockchain data is more than just transactions.

It holds valuable insights waiting to be uncovered.

Join Analytic Sages as we explore Inside Arc’s Data Layer and learn how to turn on-chain activity into meaningful blockchain intelligence.

📅 Friday, October 23, 2026
⏰ 8:30 PM WAT
📍 Telegram Live

If you're interested in blockchain data, Web3, and data engineering, this session is for you!

Set a reminder and join us live.
Register here: 👇

https://t.co/qSMJwpnniz

#AnalyticSages #BlockchainData #OnChainData #BlockchainIntelligence #Web3 #DataEngineering

[Analytic Sages @AnalyticSages]

Everyone wants to learn AI, but how many people are paying attention to the data behind it?

AI systems learn patterns from data.
When that data is inaccurate, incomplete, or poorly prepared, the results can be unreliable.

That's why data matters.
Data Analytics helps us understand patterns and extract insights.

Data Engineering helps build systems that collect, process, and organize data.

Artificial Intelligence uses data to learn patterns and perform tasks.

These fields work together to power many of the intelligent systems we use today.

Understanding AI is important, but understanding the data behind it is just as valuable.

At Analytic Sages, we're passionate about helping people develop practical skills for the evolving tech industry.

Let's hear from you:
Which area interests you most?

A. Artificial Intelligence
B. Data Analytics
C. Data Engineering

Tell us in the comments!

#ArtificialIntelligence #DataAnalytics #DataEngineering #MachineLearning #TechCareers #LearnAI #AnalyticSages

[Analytic Sages @AnalyticSages]

When people hear blockchain data, they often think about crypto prices, Bitcoin, or Ethereum.

But there's more happening behind the scenes.

Every blockchain transaction creates data, including:

→ Sender and receiver addresses
→ Amount transferred
→ Transaction hash
→ Transaction fee
→ Block number

This data can be collected, processed, stored, and analyzed to uncover useful insights.

Blockchain data engineers build pipelines to manage this data, while data analysts use it to identify patterns and understand on-chain activity.

That's how raw blockchain data becomes useful information.

At Analytic Sages, we focus on helping people develop practical tech skills.

Let's hear from you:
Which would you learn first: Python, SQL, or blockchain fundamentals?

Tell us in the comments!

#BlockchainData #DataEngineering #DataAnalytics #Web3 #AnalyticSages

[Analytic Sages @AnalyticSages]

Become an Analytic Sages Referral Partner!

Are you a community builder, student leader, content creator, or active member of the tech ecosystem?

We're looking for people who can help expand the reach of Analytic Sages by promoting our courses, connecting with developer communities, and creating opportunities for more people to learn and grow.

As a Referral Partner, you get to:

✅ Earn 7% commission on eligible course sales.
✅ Access unique referral links to promote different courses.
✅ Help expand our reach across campus communities, developer networks, and the wider tech ecosystem.
✅ Be part of a growing global technical education community.

We're selecting just 10 partners

If you have the network, initiative, and passion for helping people access technical education, we want to hear from you.

🔗 Apply now: https://t.co/RuuTiYBwIb

Let's grow together.

#AnalyticSages #ReferralPartner #TechCommunity #DeveloperEcosystem

[Analytic Sages @AnalyticSages]

2 Hot Bounties to work on over the weekend.

1. ⁠1. https://t.co/SgE0PkF7F8

2. https://t.co/OS2evtlsyC

Don’t sleep on the bicycle

[Analytic Sages @AnalyticSages]

@JureUrsic Absolutely, It's a project driven learning process

[Analytic Sages @AnalyticSages]

📚 A quick look into our Blockchain Data Engineering class!

From exploring Docker to getting hands-on with the tools and commands that power modern development, our learning journey continues.

At Analytic Sages, we believe the best way to grow in tech is to go beyond theory and learn by doing.

Every session brings us one step closer to building practical skills for the future of data and blockchain.

Want to be part of the next learning experience? 👀

🔔 Join the next cohort waitlist today: https://t.co/gKjxpXuOec

Take your first step towards building your Blockchain Data Engineering skills.

#AnalyticSages #BlockchainDataEngineering #Docker #DataEngineering #BlockchainTechnology #TechEducation #Web3

[DeFi Scholar 🎓🎓 @ModestusOkoye]

CZ once said, “IPOs will move onchain.”

And I truly believed him.

But looking at the current tokenized pre-IPO landscape, perpetuals platforms still dominate trading volume, accounting for roughly 80% of activity.

So, what happens to spot pre-IPO markets?

That's where these two platforms, @PreStocks and @Paimon_Finance, are positioning themselves to capture a share of the market.

At @AnalyticSages, we've been closely monitoring the growth of tokenized assets, and we thought it was worth taking a deeper look at how these two platforms are performing.

A few interesting findings stood out:

> AI-related companies dominate activity across both platforms, although non-AI names like Polymarket (POLYp) and Anduril are also attracting attention.

> Liquidity remains thin across many of the listed assets, making it difficult for these platforms to support broader trading activity.

But there's more to the story, particularly around how these assets are priced and where the liquidity is coming from.

We explored all of this in our latest research.

Do well to read the full report below. 👇

[Analytic Sages @AnalyticSages]

From Onchain Data to Blockchain Intelligence

How do you turn raw blockchain activity into insights that drive smarter decisions?

Join us for a practical workshop exploring *Isogram*, an open-source data platform built for Arc Mainnet.

Discover how blockchain data pipelines transform onchain activity into meaningful analytics, from USDC flows and TVL to ecosystem projects, DEX activity, and blockchain intelligence.

💡 Learn how these insights can power analytics dashboards, research tools, and innovative Web3 products.

Whether you're a developer, data analyst, researcher, or aspiring blockchain data engineer, there's something for you!

📊 Learn. Build. Understand Blockchain.

Click here to register 👇

https://t.co/qSMJwpnniz

[Zee🦋 @gathoni_zarah]

Week one of Data Engineering with @AnalyticSages done.

I built a pipeline that pulls the latest Bitcoin blocks, cleans them with Pandas, and loads them into Postgres. All in Docker. One command.

Simple ETL on paper. The real lessons came from debugging.

Docker has its own network brain. pip inside my build kept failing with "No matching distribution found for pandas." The real error underneath was DNS. Docker Desktop runs in its own VM, so I had to set DNS in the Docker Engine config itself.

IPv6 can quietly break things. My container looked up the API, got an IPv6 address, and had no route to it. Forcing Python to use IPv4 fixed it.

Your network decides your data source. https://t.co/fHyWU5RQ1O was unreachable from my connection, even in the browser. I switched to Blockstream's Esplora API. Same block format, zero code changes beyond the URL.

Inside a container, localhost means the container itself. My script reads DB_HOST from an environment variable, so the same code runs on my laptop and in Docker.

Healthchecks matter. The ingest service waits until Postgres reports ready before it runs.

Always read the full error. The first line usually lies.

Data Tribe: @AnalyticSages
Data source: @Blockstream Esplora API

Project: https://t.co/95mDKoIs7Y

[Tobey 👾 @0xTobey]

Just built my first end-to-end data pipeline 🚀

DefiLlama API → pandas → PostgreSQL, fully containerized with Docker. Here’s how it came together:

1️⃣ Extract: pulled @monarq_mgmt's daily TVL history from the DefiLlama API with Python’s requests
2️⃣ Transform: used pandas to keep date and totalLiquidityUSD and convert Unix timestamps to UTC datetimes
3️⃣ Load: wrote the DataFrame to a Postgres table with SQLAlchemy
4️⃣ Containerize: packaged the pipeline in a Dockerfile, with dependencies managed by uv
5️⃣ Verify: queried the table with pgcli to confirm the data landed
Big thanks to @AnalyticSages and @Freemandayly for the structure and guidance.
Repo: https://t.co/B8XoYvE97p