kriti-sc commented on code in PR #2783:
URL: https://github.com/apache/iggy/pull/2783#discussion_r2900389194


##########
core/connectors/sinks/delta_sink/src/sink.rs:
##########
@@ -0,0 +1,197 @@
+/* Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * 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,
+ * software distributed under the License is distributed on an
+ * "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.
+ */
+
+use crate::DeltaSink;
+use crate::SinkState;
+use crate::coercions::{coerce, create_coercion_tree};
+use crate::storage::build_storage_options;
+use crate::utils::parse_schema;
+use async_trait::async_trait;
+use deltalake::DeltaTable;
+use deltalake::operations::create::CreateBuilder;
+use deltalake::writer::{DeltaWriter, JsonWriter};
+use iggy_connector_sdk::{ConsumedMessage, Error, MessagesMetadata, Payload, 
Sink, TopicMetadata};
+use std::collections::HashMap;
+use tracing::{debug, error, info};
+
+#[async_trait]
+impl Sink for DeltaSink {
+    async fn open(&mut self) -> Result<(), Error> {
+        info!(
+            "Opening Delta Lake sink connector with ID: {} for table: {}",
+            self.id, self.config.table_uri
+        );
+
+        let table_url = url::Url::parse(&self.config.table_uri).map_err(|e| {
+            error!("Failed to parse table URI '{}': {e}", 
self.config.table_uri);
+            Error::InitError(format!("Invalid table URI: {e}"))
+        })?;
+
+        info!("Parsed table URI: {}", table_url);
+
+        let storage_options = build_storage_options(&self.config).map_err(|e| {
+            error!("Invalid storage configuration: {e}");
+            Error::InitError(format!("Invalid storage configuration: {e}"))
+        })?;
+
+        let table =
+            match deltalake::open_table_with_storage_options(table_url, 
storage_options.clone())
+                .await
+            {
+                Ok(table) => table,
+                Err(_) if !self.config.schema.is_empty() => {
+                    info!("Table does not exist, creating from configured 
schema...");
+                    create_table(&self.config.table_uri, storage_options, 
&self.config.schema)
+                        .await?
+                }
+                Err(e) => {
+                    error!("Failed to load Delta table: {e}");
+                    return Err(Error::InitError(format!("Failed to load Delta 
table: {e}")));
+                }
+            };
+
+        let kernel_schema = table
+            .snapshot()
+            .map_err(|e| {
+                error!("Failed to get table snapshot: {e}");
+                Error::InitError(format!("Failed to get table snapshot: {e}"))
+            })?
+            .schema();
+        let coercion_tree = create_coercion_tree(&kernel_schema);
+
+        let writer = JsonWriter::for_table(&table).map_err(|e| {
+            error!("Failed to create JsonWriter: {e}");
+            Error::InitError(format!("Failed to create JsonWriter: {e}"))
+        })?;
+
+        *self.state.lock().await = Some(SinkState {
+            table,
+            writer,
+            coercion_tree,
+        });
+
+        info!(
+            "Delta Lake sink connector with ID: {} opened successfully.",
+            self.id
+        );
+        Ok(())
+    }
+
+    async fn consume(
+        &self,
+        _topic_metadata: &TopicMetadata,
+        messages_metadata: MessagesMetadata,
+        messages: Vec<ConsumedMessage>,
+    ) -> Result<(), Error> {
+        debug!(
+            "Delta sink with ID: {} received: {} messages, partition: {}, 
offset: {}",
+            self.id,
+            messages.len(),
+            messages_metadata.partition_id,
+            messages_metadata.current_offset,
+        );
+
+        // Extract JSON values from consumed messages
+        let mut json_values: Vec<serde_json::Value> = 
Vec::with_capacity(messages.len());
+        for msg in &messages {
+            match &msg.payload {
+                Payload::Json(simd_value) => {
+                    let json_bytes = simd_json::to_vec(simd_value).map_err(|e| 
{
+                        error!("Failed to serialize JSON payload: {e}");
+                        Error::InvalidJsonPayload
+                    })?;
+                    let value: serde_json::Value =
+                        serde_json::from_slice(&json_bytes).map_err(|e| {
+                            error!("Failed to parse JSON payload: {e}");
+                            Error::InvalidJsonPayload
+                        })?;
+                    json_values.push(value);
+                }
+                other => {
+                    error!(
+                        "Unsupported payload type: {other}. Delta sink only 
supports JSON payloads."
+                    );
+                    return Err(Error::InvalidPayloadType);
+                }
+            }
+        }
+
+        if json_values.is_empty() {
+            debug!("No JSON values to write");
+            return Ok(());
+        }
+
+        let mut state_guard = self.state.lock().await;
+        let state = state_guard.as_mut().ok_or_else(|| {
+            error!("Delta sink state not initialized — was open() called?");
+            Error::InvalidConfig
+        })?;
+
+        // Apply coercions to match Delta table schema
+        for value in &mut json_values {
+            coerce(value, &state.coercion_tree);
+        }
+
+        // Write JSON values to internal Parquet buffers
+        state.writer.write(json_values).await.map_err(|e| {
+            error!("Failed to write to Delta writer: {e}");
+            Error::Storage(format!("Failed to write to Delta writer: {e}"))
+        })?;
+
+        // Flush buffers to object store and commit to Delta log
+        let version = state
+            .writer
+            .flush_and_commit(&mut state.table)
+            .await
+            .map_err(|e| {
+                error!("Failed to flush and commit to Delta table: {e}");
+                Error::Storage(format!("Failed to flush and commit: {e}"))
+            })?;

Review Comment:
   I started adding a TODO, but this likely warrants a dedicated discussion 
thread, as the change would affect all sinks rather than just this 
implementation. Let me know if that makes sense and I can open one.



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