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{
"@context": "https://schema.org",
"@type": "BlogPosting",
"headline": "Data Engineer Interview Guide: ETL Pipelines, dbt, and the Modern Data Stack",
"description": "Ace data engineering interviews \u2014 batch vs. streaming ETL, dbt models and testing, Apache Spark architecture, data lakehouse patterns, data quality.",
"datePublished": "2026-03-20",
"author": {
"@type": "Organization",
"name": "CodeSwiftr Team"
},
"url": "https://codeswiftr.com/blog/data-engineer-ml-pipeline-guide"
}
{
"@context": "https://schema.org",
"@type": "FAQPage",
"mainEntity": [
{
"@type": "Question",
"name": "What skills are most important for a Ml interview?",
"acceptedAnswer": {
"@type": "Answer",
"text": "Ml interviews assess both depth and breadth. Core areas include data structures and algorithms (LeetCode medium difficulty), system design principles for the Ml domain, language-specific expertise, debugging skills, and cross-functional collaboration. Prepare concrete examples from past work that demonstrate technical impact."
}
},
{
"@type": "Question",
"name": "What system design topics appear in Ml interviews?",
"acceptedAnswer": {
"@type": "Answer",
"text": "Ml system design rounds typically cover scalable API design, database schema design (SQL and NoSQL trade-offs), caching strategies, message queues, load balancing, and observability. Practice designing systems you would realistically build in the role — interviewers value practical domain knowledge alongside theoretical depth."
}
},
{
"@type": "Question",
"name": "How long does the Ml hiring process typically take?",
"acceptedAnswer": {
"@type": "Answer",
"text": "Most Ml hiring processes run 3–6 weeks: an initial recruiter screen (week 1), a technical phone screen (week 2), a take-home or additional screen (week 2–3), and an onsite or virtual loop of 4–5 rounds (week 3–5). Offer deliberation adds 3–7 days. Top-tier companies often move faster for strong candidates — express your timeline early to recruiters."
}
},
{
"@type": "Question",
"name": "What salary can I expect as a Ml at a top tech company?",
"acceptedAnswer": {
"@type": "Answer",
"text": "Ml compensation at top-tier tech companies (FAANG+) ranges from $150,000–$350,000+ total compensation depending on level, location, and company. Base salary typically represents 50–60% of total comp; the remainder is RSUs and annual bonus. Use Levels.fyi to benchmark specific companies and levels before entering salary negotiation."
}
}
]
}
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