𝗙𝗥𝗘𝗘 𝗢𝗻𝗹𝗶𝗻𝗲 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝗧𝗼 𝗘𝗻𝗿𝗼𝗹𝗹 𝗜𝗻 𝟮𝟬𝟮𝟱 😍

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Deutsche Bank is hiring!
Position: Associate - Data Engineer
Qualification: Bachelor’s Degree
Salary: 15 LPA (Expected)
Experience: Freshers/ Experienced
Location: Pune, India

📌Apply Link: https://careers.db.com/professionals/search-roles/#/professional/job/63162

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Siemens is hiring!
Position: Data Analyst
Qualifications: Bachelor's Degree
Salary: 9 - 17 LPA (Expected)
Experience: Freshers/ Experienced
Location: India

📌Apply Link: https://jobs.siemens.com/careers/job/563156131988565?microsite=siemens.com

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Wizikey is hiring Data Analyst 🚀

Experience : 0-1 Year
Location : Gurugram

Apply link : https://www.linkedin.com/jobs/view/4301532468

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Honasa Consumer Ltd is hiring Business Analyst 🚀

Experience : 1 Year
Location : Gurugram

Apply link : https://www.linkedin.com/jobs/view/4299544883

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JPMorgan is hiring!
Position: Data Analytics (SQL & Python) - Associate
Qualification: Bachelor’s/ Master’s Degree
Salary: 7 - 11 LPA (Expected)
Location: Bangalore, India

📌Apply Now: https://jpmc.fa.oraclecloud.com/hcmUI/CandidateExperience/en/sites/CX_1001/job/210663132?keyword=Data+Analytics+%28SQL+%26+Python%29+-+Associate&mode=location

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Zuper is hiring Business Analyst

For 2021, 2022, 2023, 2024, 2025 gards
Location: Chennai

https://zupersoft.keka.com/careers/jobdetails/104839

WorkiFicient Technologies Pvt Ltd is Hiring: Tariff
Analyst
○ Role: Tariff Analyst (Data Analyst - SQL, Excel
Dashboards)
Location: Pune
Experience:2+ Years
Full-time
Looking for skilled professionals with:
Advance Excel
SQL
Data Analyst
Send your resume to:
mayuri.thakre@workificient.com

Airbus - Internship!
Position: Internship - Data Analytics
Qualifications: Bachelor’s/ Master’s Degree
Salary: 5 LPA (Expected)
Experience: Freshers
Location: Bangalore, India

📌Apply Now: https://ag.wd3.myworkdayjobs.com/en-US/Airbus/job/Internship---Structures---Data-Analytics_JR10347394

Cyient is hiring!
Position: Data Scientist - Junior
Qualifications: Bachelor’s/ Master’s Degree
Salary: 6 - 11 LPA (Expected)
Experience: Freshers/ Experienced
Location: Hyderabad, India

📌Apply Now: https://careers.cyient.com/cyient/jobview/data-scientist-junior-hyderabad-india-2025081312010289?id=678417

Coforge hiring Power BI Developer

Apply link: https://www.linkedin.com/jobs/view/4291780813

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How to Improve Your Data Analysis Skills 🚀📊

Becoming a top-tier data analyst isn’t just about learning tools—it’s about refining how you analyze and interpret data. Here’s how to level up:

1️⃣ Master the Fundamentals 📚
Ensure a strong grasp of SQL, Excel, Python, or R for querying, cleaning, and analyzing data. Basics like joins, window functions, and pivot tables are must-haves.

2️⃣ Develop Critical Thinking 🧠
Go beyond the data—ask "Why is this happening?" and explore different angles. Challenge assumptions and validate findings before drawing conclusions.

3️⃣ Get Comfortable with Data Cleaning 🛠️
Raw data is often messy. Practice handling missing values, duplicates, inconsistencies, and outliers—clean data leads to accurate insights.

4️⃣ Learn Data Visualization Best Practices 📊
A well-designed chart tells a better story than raw numbers. Master tools like Power BI, Tableau, or Matplotlib to create clear, impactful visuals.

5️⃣ Work on Real-World Datasets 🔍
Apply your skills to open datasets (Kaggle, Google Dataset Search). The more hands-on experience you gain, the better your analytical thinking.

6️⃣ Understand Business Context 🎯
Data is useless without business relevance. Learn how metrics like revenue, churn rate, conversion rate, and retention impact decision-making.

7️⃣ Stay Curious & Keep Learning 🚀
Follow industry trends, read case studies, and explore new techniques like machine learning, automation, and AI-driven analytics.

8️⃣ Communicate Insights Effectively 🗣️
Technical skills are only half the game—practice summarizing insights for non-technical stakeholders. A great analyst turns numbers into stories!

9️⃣ Build a Portfolio 💼
Showcase your projects on GitHub, Medium, or LinkedIn to highlight your skills. Employers value real-world applications over just certifications.

Data analysis is a journey—keep practicing, keep learning, and keep improving! 🔥

Share with credits: https://t.me/sqlspecialist

Hope it helps :)

Zuper is hiring Business Analyst

For 2020, 2021, 2022, 2023 grads
Location: Bangalore

https://zupersoft.keka.com/careers/jobdetails/104839

Citi is hiring Business Analyst

For 2020, 2021, 2022, 2023, 2024, 2025 gards
Location: Multiple

https://jobs.citi.com/job/bengaluru/analytics-and-information-management-business-analyst/287/82972892784

Company Name : VISA
Role : Python, GenAI, AI/ML
Batch : 2024/23 passouts

Link : https://jobs.smartrecruiters.com/Visa/744000082629996-sw-engineer-23-24-graduates-python-genai-ai-ml-

📢 Job Opening | Entry-Level Data Analyst (AI/ML)

📍 Location: Gurugram (On-site)
👤 Experience: 0–2 Years (Freshers can apply)

How to Apply:
📩 Share your resume at Ratna@tnservices.in

Barclays is hiring!
Position: Data Analyst, Data & Analytics
Qualification: Bachelor's/ Master’s Degree
Salary: 8 - 11 LPA (Expected)
Experience: Freshers/ Experienced
Location: Pune; Noida, India

📌Apply Now: https://search.jobs.barclays/job/pune/data-analyst/13015/86239313568

https://search.jobs.barclays/job/noida/data-analyst/13015/85738117088

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Cureskin is hiring Data Analyst Intern 🚀

Experience : 1 Year with Python
Location : Bangalore

Apply link : https://www.linkedin.com/jobs/view/4300643338

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SQL books won’t teach you this.

Natural Keys vs. Autoincrement IDs vs. Public IDs. (or maybe all together)


𝗡𝗮𝘁𝘂𝗿𝗮𝗹 𝗞𝗲𝘆𝘀

Natural keys carry intrinsic meaning because they are part of the domain.

They are directly related to the data, making them intuitive and easy to understand. Examples include email addresses or employee IDs.

The problem is that they are usually not good for performance, but they can also be a security risk if you expose them.


𝗔𝘂𝘁𝗼𝗶𝗻𝗰𝗿𝗲𝗺𝗲𝗻𝘁 𝗜𝗗𝘀

Autoincrement IDs automatically generate unique integers to identify rows within a table.

They are often used as primary keys.

Simple integers are fast for the database to index and query. They provide optimal performance.

However, they are vulnerable to enumeration attacks since predicting the next or previous record is easy.


𝗣𝘂𝗯𝗹𝗶𝗰 𝗜𝗗𝘀 (𝗨𝗨𝗜𝗗𝘀)

UUIDs (Universally Unique Identifiers) are 128-bit identifiers used to uniquely identify information without relying on a centralized authority.

They are difficult to guess, making them suitable for public exposure in APIs.

The problem is they are larger and more complex than integers. This can impact performance, particularly in indexing and storage.


𝗙𝗶𝗻𝗱𝗶𝗻𝗴 𝘁𝗵𝗲 𝗦𝘄𝗲𝗲𝘁 𝗦𝗽𝗼𝘁: 𝗔 𝗠𝗶𝘅𝗲𝗱 𝗔𝗽𝗽𝗿𝗼𝗮𝗰𝗵

Combining different types of keys can offer a balanced solution:

• InternalID: Used for internal operations and relationships between tables.

• PublicID: Used in API responses and endpoints to securely reference user records.

• Email (Natural Key): Used to ensure unique identification of users within the business logic.


The mixed approach keeps your system fast, secure, and easy to understand.

Like this post if you need more 👍❤️

Hope it helps :)

Virtusa is hiring!
Position: Business Analyst!
Qualifications: Bachelor’s/ Master’s Degree
Salary: 7 - 11 LPA (Expected)
Experience: Freshers/ Experienced
Location: Bangalore, India

📌Apply Link: https://www.virtusa.com/careers/in/bangalore/business-analysis/business-analyst/creq230235

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