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5 SQL Queries Every Data Engineer Must Master (with Examples)

SQL has been the backbone of #DataEngineering for years. Whether you’re building pipelines, optimizing databases, or troubleshooting, mastering these concepts is crucial:

🔹 1️⃣ Aggregation and Grouping
Efficiently summarize and analyze data with key functions like SUM, COUNT, AVG, MIN, MAX, and GROUP BY.

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Perform advanced analytics like rankings, running totals, and comparisons while preserving row-level detail. Learn functions like ROW_NUMBER, RANK, NTILE, LAG, LEAD, and windowed SUM.

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Combine data from multiple tables using INNER JOIN, LEFT JOIN, RIGHT JOIN, FULL OUTER JOIN, and CROSS JOIN.

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Exploring the Benefits of Non-Recourse Loans in Crypto

In finance, minimizing risk is key. Non-recourse loans offer a unique way to leverage assets while limiting risk exposure strictly to the collateral.

Picture this: John wants to invest in Ethereum without selling his Bitcoin holdings. He takes a non-recourse loan, using Bitcoin as collateral. If the investment goes south, the lender can only seize the Bitcoin—not John's other assets.

Non-recourse loans are especially useful in crypto and trading due to their:

- Collateralization: Use crypto as collateral to access funds without selling assets.
- Volatility Risk Management: Limit exposure to the collateral, even in volatile markets.
- Flexibility: Ideal for leveraging investments or meeting personal expenses.

Similar to margin trading in traditional finance, non-recourse loans allow you to boost buying power while controlling risk. However, these loans can carry challenges like margin calls or liquidation.

For those in crypto and trading, understanding non-recourse loans is essential for managing financial risk and seizing growth opportunities while safeguarding assets.

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Safe Superintelligence (SSI), the AI startup led by OpenAI’s co-founder and former chief scientist Ilya Sutskever, has raised an additional $2 billion in funding at a $32 billion valuation, according to the Financial Times.

The startup had already raised $1 billion, and there were reports that an additional $1 billion round was in the works.

Google for Startups Accelerator – Africa 2025

Applications are open for the Google for Startups Accelerator – Africa 2025. This is a three-month hybrid accelerator program for Seed to Series A technology startups.

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Types Of Technical Analysis

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