Zoho DataPrep vs. Lightly

Zoho DataPrep is an AI-powered ETL platform designed to move, prepare, and clean data for seamless data workflows — without writing code, managing multiple tools, or hiring a data engineering team. Most organizations juggle separate tools for data ingestion, cleaning, and delivery. DataPrep consolidates the entire data lifecycle into one platform: extract from 90+ sources, transform with 250+ no-code tools or Python Code Studio, and deliver to 30+ destinations including data warehouses and business applications.

Lightly helps machine learning teams to build better models through better data. It allows companies to select the right data for model training by using active learning. Intelligently select the best samples for model training through advanced filtering and active-learning algorithms. Balance your class distributions, remove redundancies and dataset bias. Label only the best data for model training until you reach your target accuracy. Analyze the quality and diversity of your datasets.