Data is fed into demand planning by sources such as SQL/NoSQL systems, enterprise resource planning (ERP) or customer relationship management (CRM) systems, other SaaS applications, file shares, and streaming data sources like social media, smart devices, and logs. An Amazon.com selling partner API provides API access to vendor sales orders, product catalogs and vendor reports. Data can be ingested into the o9 SaaS solution by using native o9 native APIs and SSH File Transfer Protocol (SFTP). Data can also be ingested into an AWS account. The service selected depends on the source. Customers can use AWS Data Migration Service for SQL/NoSQL, Amazon AppFlow for ERP, CRM, or SaaS, AWS Data Sync for a file share, or Amazon Kinesis, Amazon Managed Streaming for Apache Kafka (Amazon MSK), orAWS IoT Core for streaming data feeds. Ingested data is stored in Amazon Simple Storage Service (Amazon S3). Streaming data can also be fed to the o9 SaaS solution by using o9 native REST APIs or stored in Amazon S3 by using Amazon Kinesis Data Streams through an AWS SDK or AWS Lambda. Data from a third party such as TransUnion, IMDb, or Reuters can be imported to the AWS cloud using AWS Data Exchange. AWS customer account data in Amazon S3can be batchingested into the o9 SaaS solution using AWS Glue through an AWS SDK or AWS Lambda. Data within the o9 SaaS solution and AWS customer account are shared using o9 native APIs and optionally AWS Lambda. Outbound data is collected from the o9 SaaS solution in Amazon S3 using standard Amazon S3APIs or AWS Lambdaand used for other AWS services for analytics and artificial intelligence and machine learning (AI/ML) workloads. AWS AI/ML services such as Amazon Forecastand Amazon SageMaker are used to build, train, and deploy ML models to complement o9 SaaS solution ML capabilities. AWS analytics services such as Amazon EMR and Amazon RedShift are engaged for big data processing and warehousing. Customers can integrate data from the o9 SaaS solution to AWS Data Lake. AWS Lake Formationincludes services such as Amazon S3, AWS Glue Data Catalog and Crawler, and AWS
