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What should be the decent hike (switching job on Hadoop, Spark) a person can expect with 3 years of experience if current package is 4.4lpa in MNC?

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Staff_Data Scientist_12 _years_Experience_PhD -Research -Scholar_IOT_EdgeComp

minimum you can expect 10lakh/ anum pacakge
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Big Data Architect

Somewhere around 7-9 Lakhs.
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Technical Lead & Archiect - Azure & Databricks, Spark,Kafka,Snowflake,Scala,Pyspark,NoSQL,Cloud

you can excep 100% hike also in Spark . It will depends on how do you bargain your self in HR . One of my friend has 11L ctc and got offer of 23L . you should be more confident and patiently wait for good offer .
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