Analytics Data Engineering Hardware Virtualization 
Abhishek Tiwari
JULY 12, 2018
Building data pipelines can offer strategic advantages to the business. It can be used to power new analytics, insight, and product features. Often companies underestimate the necessary effort and cost involved to build and maintain data pipelines. Data pipeline initiatives are generally unfinished projects.
O'Reilly
SEPTEMBER 15, 2021
The results are biased by the survey’s recipients (subscribers to O’Reilly’s Data & AI Newsletter ). Our audience is particularly strong in the software (20% of respondents), computer hardware (4%), and computer security (2%) industries—over 25% of the total. But more women than men saw their salaries decrease (10% versus 7%).
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