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Spark on steroids, with a side of notebooks. Touted as the go-to platform for unified analytics, Databricks brings managed Spark clusters, collaborative notebooks, and seamless integration with cloud storage under one (expensive) roof. If you’re wrangling massive datasets or running complex ML workflows, it’s a powerful choice—especially for distributed computing without sweating over cluster management.
But let’s not ignore the elephant in the room: Databricks is a jack-of-all-trades but master of none. Its notebooks are decent, though hardly revolutionary. Its SQL features lag behind dedicated warehouses like Snowflake, and costs can escalate quickly if you’re careless with cluster sizing or fail to shut things down.
Ideal for hybrid teams juggling data engineering and data science, but for pure analytics or lightweight ETL? Consider simpler, cheaper alternatives. A brilliant tool if your problems fit its paradigm—just don’t expect it to be your one-size-fits-all solution.

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Jobs in using Databricks for but please no

data scientist

Data Engineer (AI, ML, and Data Science) @ consumer-reports

US | 2025-12-27 | USD 100000 - 120000 / year
Consumer Reports seeks a data engineer to build and maintain data pipelines supporting AI and machine learning, leveraging cloud platforms like Databricks and AWS SageMaker. The role's... read more »
AI/ML, Data Science, Analytics, Management, GenAI, ETL/ELT, Databricks, AWS, Amazon SageMaker, Cloud Computing, Data Quality, API, Data Governance, Cloud Storage, Computer Science, Python, SQL, PySpark, Airflow, dbt, Prefect, CI/CD, Kubernetes, GCP, Azure
data scientist

Staff GenAI Research Scientist @ databricks

US | 2025-12-27 | USD 192000 - 260000 / year
This role is a tantalizing promise of cutting-edge AI research, but the description lacks specificity on the actual technologies, tools, or deliverables expected. The job emphasizes collaboration... read more »
Databricks, AI/ML, LLM, Go, GenAI, PhD, Analytics, Data Lakehouse, Spark, Delta
promoted

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.

data scientist

Senior Applied Scientist, Demand Forecasting @ hellofresh

US | 2025-12-27 | USD 168100 - 186600 / year
Applied Scientist on the Demand Forecasting team at HelloFresh involves developing models for predicting customer demand, using machine learning, optimization, and cloud-based data pipelines like... read more »
Data Science, AI/ML, Databricks, Snowflake, Python, Analytics, Cloud Computing, Agile/Scrum, Computer Science, PhD, Java, SQL, Management, Chef
data scientist

Corporate Vice President - AI Leader @ newyorklife

US | 2025-12-26 | USD 180500 - 258000 / year
New York Life seeks a senior machine_learning_engineer to fuse AI into enterprise decision-making, with a hybrid schedule and a seat at the table with the COO and senior stakeholders. You’ll own... read more »
AI/ML, MLOps, Analytics, GenAI, AWS, Amazon SageMaker, Management, Python, SQL, Cloud Computing, React, API, Computer Science, Data Science, BI, Snowflake, Databricks, GitHub, ELK, RAG, Vector DB
data scientist

Senior Data Scientist - Experimentation and Causal Inference @ the-walt-disney-company

US | 2025-12-26 | USD 141900 - 208400 / year
Join Disney's Data Science team to lead experiments and causal inference strategies shaping streaming services. A proven differentiator is the focus on sophisticated quasi-experimental designs; a... read more »
Data Science, Data Streaming, Computer Science, Python, R, SQL, AI/ML, PhD, Databricks, Snowflake, GitHub
data scientist

Data Scientist - Consumer/TMT @ balyasny-asset-management-l.p.

US | 2025-12-23
Balyasny Asset Management seeks a Data Scientist to work on the Consumer & TMT sectors, leveraging AI, LLMs, and advanced models to generate alpha and support investment decisions; their... read more »
Management, Data Science, AI/ML, LLM, Analytics, Data Analytics, Computer Science, Python, SQL, Databricks, Spark, Snowflake, Matplotlib, Plotly, Tableau, Cloud Computing, AWS, GCP, Azure, Airflow, Jenkins, Docker
promoted

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.

data scientist

Customer Success Engineer, Manager @ pave

US | 2025-12-22 | USD 166000 - 186000 / year
Pave's Customer Success Engineering Lead puts you at the crossroads of enterprise software and real-time compensation data. You’ll lead ~8 CSEs, codify best practices, and coordinate with Sales,... read more »
AI/ML, LLM, Databricks, Marketing, Go, Management, R, SaaS