DataEngPrep.tech
QuestionsPracticeAI CoachDashboardPacksBlog
ProLogin
Home/Questions/Cloud/Tools/What alternatives to Kinesis would you consider for real-time data ingestion?

What alternatives to Kinesis would you consider for real-time data ingestion?

Cloud/Toolsmedium0.5 min read

**Decision framework**: Throughput, latency, replay, operational model, ecosystem. **Kafka (MSK)**: Higher throughput, partition replay, Kafka ecosystem (Connect, Streams). Use when you need exactly-once semantics, consumer lag monitoring, or multi-sink patterns. **Apache...

🤖 Analyze Your Answer
Frequency
Low
Asked at 1 company
Category
179
questions in Cloud/Tools
Difficulty Split
104E|27M|48H
in this category
Total Bank
1,863
across 7 categories
Asked at these companies
Capco
Key Concepts Tested
partition

Why This Question Matters

This medium-level Cloud/Tools question appears frequently in data engineering interviews at companies like Capco. While less common, it tests deeper understanding that distinguishes strong candidates. Mastering the underlying concepts (partition) will help you answer variations of this question confidently.

How to Approach This

Break this problem into components. Identify the core trade-offs involved, then walk the interviewer through your reasoning step by step. Demonstrate awareness of edge cases and production considerations - this is what separates good answers from great ones.

Expert Answer
108 words

Decision framework: Throughput, latency, replay, operational model, ecosystem. Kafka (MSK): Higher throughput, partition replay, Kafka ecosystem (Connect, Streams). Use when you need exactly-once semantics, consumer lag monitoring, or multi-sink patterns. Apache Pulsar: Multi-tenancy, tiered storage, geo-replication. Use for multi-tenant SaaS. Google Pub/Sub: Serverless, at-least-once. Simpler ops; no partition management. Azure Event Hubs: Kafka-compatible API; good Azure integration. Trade-offs: Kinesis is AWS-native, 24-hour retention by default. Kafka offers flexibility, longer retention, replay. Pub/Sub is simplest for GCP. Cost: Kinesis $0.015/shard/hour; MSK has broker cost; Pub/Sub is per-message. At 1M msg/sec, costs diverge significantly. Best practice: Choose by cloud and team expertise; Kafka if you need replay or complex topologies.

dataengprep.techdataengprep.techdataengprep.techdataengprep.tech
dataengprep.techdataengprep.techdataengprep.techdataengprep.tech
dataengprep.techdataengprep.techdataengprep.techdataengprep.tech
dataengprep.techdataengprep.techdataengprep.techdataengprep.tech
dataengprep.techdataengprep.techdataengprep.techdataengprep.tech
dataengprep.techdataengprep.techdataengprep.techdataengprep.tech

Want feedback on your answer?

Paste your answer to this question and our AI Coach scores it, finds gaps, and shows you the FAANG-level version.

Try Answer Analyzer →
Want all answers as a PDF for offline study?
1,863 questions across 7 categories — Interview Packs →

Free: Top 20 SQL Interview Questions (PDF)

Get the most asked SQL questions with expert answers. Instant download.

No spam. Unsubscribe anytime.

Related Cloud/Tools Questions

easyWhat are Airflow Operators? Give examples.FreeeasyExplain the difference between Azure Data Factory (ADF) and Databricks.FreeeasyHow do you handle data security and compliance in a cloud environment?FreehardWhat are the key components of AWS Glue, and how do they work together?FreeeasyWhat is Azure Data Factory (ADF), and what are its main components?Free

Companies that ask this Cloud/Tools question

Capco interview questions →

Want to know if YOUR answer is good enough?

Paste your answer and get instant AI feedback with a FAANG-level improved version.

Analyze My Answer — Free

According to DataEngPrep.tech, this is one of the most frequently asked Cloud/Tools interview questions, reported at 1 company. DataEngPrep.tech maintains a curated database of 1,863+ real data engineering interview questions across 7 categories, verified by industry professionals.

← Back to all questionsMore Cloud/Tools questions →