NicoK commented on a change in pull request #8903: [FLINK-12747][docs] Getting 
Started - Table API Example Walkthrough
URL: https://github.com/apache/flink/pull/8903#discussion_r306775284
 
 

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 File path: docs/getting-started/walkthroughs/table_api.md
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+---
+title: "Table API"
+nav-id: tableapiwalkthrough
+nav-title: 'Table API'
+nav-parent_id: walkthroughs
+nav-pos: 1
+---
+<!--
+Licensed to the Apache Software Foundation (ASF) under one
+or more contributor license agreements.  See the NOTICE file
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+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License.  You may obtain a copy of the License at
+
+  http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
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+"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, either express or implied.  See the License for the
+specific language governing permissions and limitations
+under the License.
+-->
+
+Apache Flink offers a Table API as a unified, relational API for batch and 
stream processing, i.e., queries are executed with the same semantics on 
unbounded, real-time streams or bounded, recorded streams and produce the same 
results.
+The Table API in Flink is commonly used to ease the definition of data 
analytics, data pipelining, and ETL applications.
+
+* This will be replaced by the TOC
+{:toc}
+
+## What Will You Be Building? 
+
+In this tutorial, you'll learn how to build a continuous ETL pipeline for 
tracking financial transactions by account over time.
+You will start by building your report as a nightly batch job, and then 
migrate to a streaming pipeline.
+
+## Prerequisites
+
+This walkthrough assumes that you have some familiarity with Java or Scala, 
but you should be able to follow along even if you're coming from a different 
programming language.
+It also assumes that you're familiar with basic relational concepts such as 
`SELECT` and `GROUP BY` clauses. 
 
 Review comment:
   ```suggestion
   It also assumes that you are familiar with basic relational concepts such as 
`SELECT` and `GROUP BY` clauses. 
   ```

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