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Onchain
Joined November 2023
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 👇 analyticsages.io/programs/co… #BlockchainAnalytics #Web3Research #SQL #DataAnalytics #AnalyticSages
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🚨 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! analyticsages.io/events/insi… #AnalyticSages #BlockchainData #Web3 #OnchainData #Arc
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⚡️ 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 🔗 analyticsages.io/opportuniti… 🔹 Smart Contract Engineer @ Ritual A remote opportunity for developers skilled in Solidity and EVM technologies. 🔗 analyticsages.io/opportuniti… 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
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🤔 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! 👇 analyticsages.io/events/insi… #BlockchainData #OnchainData #Web3 #DataAnalytics #AnalyticSages
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🚀 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!
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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 👇 🔗 analyticsages.io/insights/st… 💬 Read, share, and tell us what you think!
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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: 👇 analyticsages.io/events/insi… #AnalyticSages #BlockchainData #OnChainData #BlockchainIntelligence #Web3 #DataEngineering
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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
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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
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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: analyticsages.io/partners Let's grow together. #AnalyticSages #ReferralPartner #TechCommunity #DeveloperEcosystem
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📚 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: analyticsages.io/programs/bl… Take your first step towards building your Blockchain Data Engineering skills. #AnalyticSages #BlockchainDataEngineering #Docker #DataEngineering #BlockchainTechnology #TechEducation #Web3
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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. 👇
📊 PreStocks vs Paimon Finance: The Race for Onchain Pre-IPO Markets Our latest research compares how PreStocks (Solana) and Paimon Finance (BNB Chain) are bringing private-company exposure onchain. 🔹 PreStocks: $21.67M in tokenized value and 113K+ holder positions. 🔹 Paimon Finance: $9.97M in tokenized pre-IPO assets, alongside private-credit yield products. 💡 Key Insight: Both platforms are growing, but thin liquidity, valuation premiums, and transparency remain major challenges. 📖 Read the full analysis to explore the data and discover what's next for onchain private markets here analyticsages.io/insights/pr… 💬 Which platform has the stronger long-term potential? #AnalyticSages #DeFi #RWA #Blockchain
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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 👇 analyticsages.io/events/insi…
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Analytic Sages retweeted
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. mempool.space 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: github.com/Zeegaths/data-eng…
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Analytic Sages retweeted
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: github.com/tobeydev/assignme…
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📊 PreStocks vs Paimon Finance: The Race for Onchain Pre-IPO Markets Our latest research compares how PreStocks (Solana) and Paimon Finance (BNB Chain) are bringing private-company exposure onchain. 🔹 PreStocks: $21.67M in tokenized value and 113K+ holder positions. 🔹 Paimon Finance: $9.97M in tokenized pre-IPO assets, alongside private-credit yield products. 💡 Key Insight: Both platforms are growing, but thin liquidity, valuation premiums, and transparency remain major challenges. 📖 Read the full analysis to explore the data and discover what's next for onchain private markets here analyticsages.io/insights/pr… 💬 Which platform has the stronger long-term potential? #AnalyticSages #DeFi #RWA #Blockchain
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Is AI making data engineers less important, or more valuable? AI can now generate SQL queries, write Python code, and automate parts of a data workflow. But here's the thing: generating code isn't the same as understanding whether that code is correct. Data engineers still need to understand data quality, pipeline design, performance, and how to validate AI-generated outputs. AI might make some tasks faster, but the ability to understand, verify, and build reliable data systems remains important. So, the real question is: Will AI replace data engineers, or will it raise the bar for what makes a great data engineer? Let's discuss. 💬 What's your take? Share your thoughts in the comments. #DataEngineering #ArtificialIntelligence #AI #DataAnalytics #TechCareers
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Analytic Sages retweeted
I decided to take my skills up a notch by advancing into Data Engineering, and what better academy than @AnalyticSages could bring this need of mine to reality? So I signed up. It's just week one, and I built a pipeline that pulls the top 100 coins from the CoinGecko API, cleans them with Pandas, and loads them into Postgres, all running in Docker with one command. This is a basic ETL project, and it's something that I have always wanted to build. Here were some of the key lessons while doing this first task: 1. Inside a container, "localhost" is not your laptop. It's the container itself. Containers find each other by service name, so my script reads the database host from an environment variable (DB_HOST) instead of hardcoding it. The same code works on my laptop and inside Docker. 2. Library updates can break working code. A newer SQLAlchemy version changed its default Postgres driver, and my script crashed looking for a module I never installed. Naming the driver explicitly fixed it. I think this is the part I look forward to solidifying my knowledge on as we progress. 3. Two programs can't share one port. DBeaver kept rejecting my password because another Postgres on my machine was already sitting on port 5432. Moving Docker to 5433 solved it. Week one down and I look forward to what's next. Data Tribe: @AnalyticSages Data Extraction source: @coingecko API Here's a link to the project: github.com/JaybeeMuppet/Anal…
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If I were doing BD for any serious blockchain, I'd be reaching out to @AnalyticSages right now. Over the years, they've raised an interesting and highly productive set of data analysts, researchers, and top devs like myself, @Freemandayly, @defi__josh, @Kruys_Collins, etc. But with Dune becoming less accessible, the pathway for upcoming analysts to access free blockchain data has become much narrower. That's why their recent cohort on the "Blockchain Engineering Pathway" is a no-brainer. But you know where a blockchain gets to benefit? Right now, you've got people in that class asking themselves one question: What can I actually build that's useful? And with that level of hunger, many will end up reinventing things simply because they don't have a clear direction. But what if your blockchain could give them one? Give them access to your data, APIs, and real problems worth solving. From building data pipelines to dashboards, developer tools, and applications, these students get to understand your ecosystem beyond just interacting with its dApps. And you know what that means? They aren't just learning blockchain engineering anymore. They're building things your ecosystem could actually use. That's what real +EV looks like. Your chain gets more tools, useful products, and potentially new dApps, while the students get practical experience solving actual problems. PS: I'm leading research at Analytic Sages, so I guess you already know I love what we're building and can talk about it 24/7
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