Ifeanyichukwu Profile
Ifeanyichukwu

@IOAviator

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328
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Data Analytics Engineer

Global
Joined April 2017
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@IOAviator
Ifeanyichukwu
2 days
Use Cases:.Data Lakes, NoSQL databases, Big Data Platforms (Hadoop).Social media platforms.
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@IOAviator
Ifeanyichukwu
2 days
Schema-on-Read: A modern approach to data management. With this method, the structure of the data (schema) is defined when the data is read or retrieved, and not during data ingestion. This allows for much flexibility in handling diverse and unstructured datasets.
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@IOAviator
Ifeanyichukwu
2 days
This schema specifies the structure, types, and constraints to be applied to the data, ensuring that all incoming data adheres to the rules, which enhances data quality and consistency. Use Cases:.Traditional databases: Oracle, MySQL, and PostgreSQL.Financial Institutions.
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@IOAviator
Ifeanyichukwu
2 days
Schema: Defining the structure of how data is stored in a database. Schema-on-Write: .A traditional approach to data management. It involves defining the data schema first before storing any data.
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@IOAviator
Ifeanyichukwu
2 days
Schema-on-Read vs Schema-on-Write. These are two important concepts in data management. Data Management:.This is the process of collecting, storing, arranging, and maintaining data that an organization creates or collects.
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@IOAviator
Ifeanyichukwu
4 days
๐–๐ก๐ž๐ญ๐ก๐ž๐ซ ๐ฒ๐จ๐ฎ'๐ซ๐ž ๐ข๐ง๐ญ๐จ ๐ƒ๐ž๐ฏ๐Ž๐ฉ๐ฌ ๐จ๐ซ ๐ƒ๐š๐ญ๐š ๐„๐ง๐ ๐ข๐ง๐ž๐ž๐ซ๐ข๐ง๐ , ๐ˆ๐š๐‚ ๐ข๐ฌ ๐š ๐ฌ๐ค๐ข๐ฅ๐ฅ ๐ฒ๐จ๐ฎ ๐ฌ๐ก๐จ๐ฎ๐ฅ๐ ๐ฅ๐ž๐š๐ซ๐ง. ๐ˆ๐ญโ€™๐ฌ ๐Ÿ๐š๐ฌ๐ญ, ๐ซ๐ž๐ฅ๐ข๐š๐›๐ฅ๐ž, ๐š๐ง๐ ๐ก๐ž๐ฅ๐ฉ๐ฌ ๐š๐œ๐œ๐ž๐ฅ๐ž๐ซ๐š๐ญ๐ž ๐ฒ๐จ๐ฎ๐ซ ๐ฐ๐จ๐ซ๐ค ๐ฌ๐ฉ๐ž๐ž๐.
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@IOAviator
Ifeanyichukwu
4 days
It uses HashiCorp Configuration Language (HCL) and follows a declarative approach, meaning you just describe the infrastructure you want, and Terraform handles the implementation details.
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@IOAviator
Ifeanyichukwu
4 days
Infrastructure as Code (IaC) removes the stress of setting up infrastructure manually. With IaC, you use code to create and manage your infrastructure. One popular tool for IaC is Terraform. ๐Ÿ‘‰๐Ÿฟ Code: #devops #data .#dataengineering .#terraform #google
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@IOAviator
Ifeanyichukwu
5 days
But also remember, you can't network yourself out from mediocrity. First build competence in your area of career choice. Nobody wants to network with someone who has nothing to offer.
@_falsi1ke
Ja Leto
6 days
Stop being an introvert. Strangers will make you rich. Start networking.
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@IOAviator
Ifeanyichukwu
5 days
RT @livewithnoregrt: forgive yourself for the times u were too nice when u should have been cold.
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@IOAviator
Ifeanyichukwu
5 days
RT @theolderbro_: @_falsi1ke Stop hiding in your comfort zone. Strangers hold opportunities, connections, and breakthroughs you can't findโ€ฆ.
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@IOAviator
Ifeanyichukwu
5 days
RT @TGPath: @_falsi1ke Your comfort zone wonโ€™t build connections โ€” your courage will. Speak up. Show up. Shake hands. Opportunities comeโ€ฆ.
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@IOAviator
Ifeanyichukwu
5 days
RT @Kxpaa_: @_falsi1ke You were not born to hide. Your next client, investor, or partner is a conversation away. Get uncomfortable. Introโ€ฆ.
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@IOAviator
Ifeanyichukwu
5 days
๐๐ฅ๐จ๐ ๐ฌ. ๐•๐ข๐๐ž๐จ๐ฌ.
lnkd.in
This link will take you to a page thatโ€™s not on LinkedIn
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@IOAviator
Ifeanyichukwu
5 days
It is a simple to learn yet powerful format for configurations, automation, and data serialization. It uses indentation to define structure and makes managing configurations easier. Curious to know more, check out the links below ๐Ÿ‘‡๐Ÿพ๐Ÿ‘‡๐Ÿพ.
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@IOAviator
Ifeanyichukwu
5 days
๐˜๐€๐Œ๐‹ ๐ข๐ฌ ๐ญ๐ก๐ž ๐ฅ๐š๐ง๐ ๐ฎ๐š๐ ๐ž ๐ญ๐จ ๐ฅ๐ž๐š๐ซ๐ง. YAML(๐˜๐€๐Œ๐‹ ๐€๐ข๐งโ€™๐ญ ๐Œ๐š๐ซ๐ค๐ฎ๐ฉ ๐‹๐š๐ง๐ ๐ฎ๐š๐ ๐ž) is one of the most popular data serialization languages, widely used in infrastructure automation, API management and software development.
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@IOAviator
Ifeanyichukwu
5 days
๐€๐ซ๐ž ๐ฒ๐จ๐ฎ ๐ฌ๐ž๐ญ๐ญ๐ข๐ง๐  ๐ฎ๐ฉ ๐ฐ๐จ๐ซ๐ค๐Ÿ๐ฅ๐จ๐ฐ๐ฌ ๐ข๐ง ๐Š๐ฎ๐›๐ž๐ซ๐ง๐ž๐ญ๐ž๐ฌ, ๐๐ž๐Ÿ๐ข๐ง๐ข๐ง๐  ๐ฌ๐ž๐ซ๐ฏ๐ข๐œ๐ž๐ฌ ๐ข๐ง ๐๐จ๐œ๐ค๐ž๐ซ-๐œ๐จ๐ฆ๐ฉ๐จ๐ฌ๐ž ๐จ๐ซ ๐š๐ฎ๐ญ๐จ๐ฆ๐š๐ญ๐ข๐ง๐  ๐œ๐จ๐ง๐ญ๐ข๐ง๐ฎ๐จ๐ฎ๐ฌ ๐ข๐ง๐ญ๐ž๐ ๐ซ๐š๐ญ๐ข๐จ๐ง ๐ฉ๐ข๐ฉ๐ž๐ฅ๐ข๐ง๐ž๐ฌ ๐ฐ๐ข๐ญ๐ก ๐†๐ข๐ญ๐‡๐ฎ๐› ๐€๐œ๐ญ๐ข๐จ๐ง๐ฌ?
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@IOAviator
Ifeanyichukwu
6 days
RT @data_dec: ๐Ÿš€ ๐Š๐ฎ๐›๐ž๐ซ๐ง๐ž๐ญ๐ž๐ฌ ๐Ÿ๐จ๐ซ ๐ƒ๐š๐ญ๐š ๐„๐ง๐ ๐ข๐ง๐ž๐ž๐ซ๐ฌ โ€“ ๐“๐ก๐ž ๐ฅ๐ข๐ง๐ž ๐›๐ž๐ญ๐ฐ๐ž๐ž๐ง ๐ฌ๐œ๐š๐ฅ๐ข๐ง๐  ๐š๐ง๐ ๐ฌ๐ข๐ง๐ค๐ข๐ง๐ !. As data systems grow more complex and distributed, cโ€ฆ.
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@IOAviator
Ifeanyichukwu
6 days
Whether you are into DevOps, Cloud or Data Engineering, IaC is a skill you need to master.
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@IOAviator
Ifeanyichukwu
6 days
๐Ÿ‘‰๐Ÿฟ Consistency: Avoid human errors with repeatable code.๐Ÿ‘‰๐Ÿฟ Version Control: Track changes like you do with regular code, using Git.๐Ÿ‘‰๐Ÿฟ Collaboration: Work with teams easily.๐Ÿ‘‰๐ŸฟScalability: Deploy to multiple environments (dev, test, prod) with ease.
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