1. Master Python, Java, and Scala for big data applications.2. Gain expertise in Hadoop, Apache Spark, and Apache Flink for big data frameworks.3. Learn SQL, NoSQL, and data warehousing with Amazon Redshift and Google BigQuery for databases and data warehousing.4. Utilize Apache Kafka, Apache NiFi, and AWS Kinesis for efficient data ingestion with data ingestion tools.