Amazon Redshift

data warehouse, cloud, aws, olap
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The data warehouse for those who like their analytics fast, parallel, and slightly opinionated. Redshift shines with large-scale, columnar data crunching, particularly if your SQL queries can run without tripping over joins or nested subqueries. Its distributed architecture and integration with the AWS ecosystem make it a favorite for dashboards and BI workloads. However, tread carefully—it’s notorious for needing constant tuning, from sort keys to distribution styles, to keep performance snappy. Oh, and don’t even think about skimping on vacuuming and analyzing tables unless you enjoy a sluggish query experience.
While cheaper than Snowflake in some cases, Redshift struggles with elasticity and concurrency under high demand. Use it for predictable workloads, but if your data is chaotic or scaling unpredictably, consider alternatives. In short: fast, powerful, but needy—like a high-maintenance sports car that thrives on clean data highways.

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Jobs in using Amazon Redshift for but please no

data engineer

Data Engineer II - QuantumBlack, AI by McKinsey (Critical Industries) @ quantumblack

US | 2025-12-27
Data Engineer II role promises to design, build, and optimize modern data platforms powering analytics and AI, with a tour through streaming and batch pipelines across aerospace, utilities, and... read more »
Analytics, AI/ML, R, Data Streaming, Vector DB, RAG, Agile/Scrum, C, Computer Science, Data Engineering, Python, Scala, Java, SQL, Cloud Computing, AWS, GCP, Azure, Oracle, Snowflake, BigQuery, Redshift, Delta, Databricks, AWS Glue, dbt, Spark, Flink, Kafka, Kinesis, Airflow, Dagster, Prefect, CI/CD, Terraform, CloudFormation, DataOps, Datadog, Prometheus, Amazon SageMaker, MLOps, GenAI, LLM, Management
data engineer

Data Engineer -601/602 @ ptrglobal

US | 2025-12-24 | USD 65 - 70 / hour
A data engineer role focused on AWS, Python, and Spark within a bank's consumer division; requires designing data pipelines and models, with a differentiator being expertise in cloud data lake... read more »
AWS, Python, Spark, Data Lake, Agile/Scrum, Data Collection, Analytics, SQL, NoSQL, Data Quality, Data Governance, Data Engineering, PySpark, GenAI, API, Cloud Computing, Data Lakehouse, Databricks, Hadoop, PostgreSQL, Oracle, Cassandra, DynamoDB, MongoDB, Snowflake, Redshift, Airflow, Unix, Avro, Protobuf, Parquet, Iceberg, Data Streaming, Data Modelling, Data Vault, dimensional modeling, CI/CD
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Masthead Data

Masthead is a data reliability platform built for Google Cloud, focused on detecting anomalies and ensuring smooth data pipeline operations. It offers real-time notifications for data issues and pipeline errors without direct access to your sensitive data.

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data engineer

Data Engineer II - QuantumBlack, AI by McKinsey @ quantumblack

US | 2025-12-22
Data Engineer II role promises high impact across clients and a culture of continuous learning, but the job description reads like a curriculum vitae for a consulting fortress: heavy emphasis on... read more »
Analytics, AI/ML, R, Data Streaming, Vector DB, RAG, Agile/Scrum, C, Computer Science, Data Engineering, Python, Scala, Java, SQL, PySpark, Cloud Computing, AWS, GCP, Azure, Oracle, Snowflake, BigQuery, Redshift, Delta, Databricks, AWS Glue, dbt, Spark, Flink, Kafka, Kinesis, Airflow, Dagster, Prefect, CI/CD, Terraform, CloudFormation, DataOps, Datadog, Prometheus, Amazon SageMaker, MLOps, GenAI, LLM, Management