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public static void flinkKafkaPipeline(Properties prop) throws Exception { | |
StreamExecutionEnvironment env = StreamExecutionEnvironment.getExecutionEnvironment(); | |
StreamTableEnvironment tableEnv = StreamTableEnvironment.create(env); | |
// assumes PLAINTEXT authentication | |
KafkaSource<Product> productSource = KafkaSource.<Product>builder() | |
.setBootstrapServers(prop.getProperty("BOOTSTRAP_SERVERS")) | |
.setTopics(prop.getProperty("PRODUCTS_TOPIC")) | |
.setGroupId("flink_join_demo") | |
.setStartingOffsets(OffsetsInitializer.earliest()) | |
.setValueOnlyDeserializer(new ProductDeserializationSchema()) | |
.build(); | |
DataStream<Product> productsStream = env.fromSource( | |
productSource, WatermarkStrategy.noWatermarks(), "Kafka Products Source"); | |
tableEnv.createTemporaryView("products", productsStream); | |
KafkaSource<Purchase> purchasesSource = KafkaSource.<Purchase>builder() | |
.setBootstrapServers(prop.getProperty("BOOTSTRAP_SERVERS")) | |
.setTopics(prop.getProperty("PURCHASES_TOPIC")) | |
.setGroupId("flink_join_demo") | |
.setStartingOffsets(OffsetsInitializer.earliest()) | |
.setValueOnlyDeserializer(new PurchaseDeserializationSchema()) | |
.build(); | |
DataStream<Purchase> purchasesStream = env.fromSource( | |
purchasesSource, WatermarkStrategy.noWatermarks(), "Kafka Purchases Source"); | |
tableEnv.createTemporaryView("purchases", purchasesStream); | |
Table result = | |
tableEnv.sqlQuery( | |
"SELECT " + | |
"purchases.transactionTime, " + | |
"TO_TIMESTAMP(purchases.transactionTime), " + | |
"purchases.transactionId, " + | |
"purchases.productId, " + | |
"products.category, " + | |
"products.item, " + | |
"products.size, " + | |
"products.cogs, " + | |
"products.price, " + | |
"products.containsFruit, " + | |
"products.containsVeggies, " + | |
"products.containsNuts, " + | |
"products.containsCaffeine, " + | |
"purchases.price, " + | |
"purchases.quantity, " + | |
"purchases.isMember, " + | |
"purchases.memberDiscount, " + | |
"purchases.addSupplements, " + | |
"purchases.supplementPrice, " + | |
"purchases.totalPurchase " + | |
"FROM " + | |
"products " + | |
"JOIN purchases " + | |
"ON products.productId = purchases.productId" | |
); | |
DataStream<PurchaseEnriched> purchasesEnrichedTable = tableEnv.toDataStream(result, | |
PurchaseEnriched.class); | |
KafkaSink<PurchaseEnriched> sink = KafkaSink.<PurchaseEnriched>builder() | |
.setBootstrapServers(prop.getProperty("BOOTSTRAP_SERVERS")) | |
.setRecordSerializer(KafkaRecordSerializationSchema.builder() | |
.setTopic(prop.getProperty("PURCHASES_ENRICHED_TOPIC")) | |
.setValueSerializationSchema(new PurchaseEnrichedSerializationSchema()) | |
.build() | |
).setDeliveryGuarantee(DeliveryGuarantee.AT_LEAST_ONCE) | |
.build(); | |
purchasesEnrichedTable.sinkTo(sink); | |
env.execute("Flink Streaming Join Demo"); | |
} |
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