diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 0000000..272dfd7
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,85 @@
+name: CI
+on:
+  schedule: [{cron: "30 13 * * *"}]
+  push:
+    branches:
+      - master
+  pull_request:
+
+jobs:
+  format:
+    name: Rustfmt
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/checkout@v4
+    - uses: actions-rs/toolchain@v1
+      with:
+        toolchain: nightly
+        components: rustfmt
+        override: true
+    - run: cargo fmt -- --check
+
+  lint:
+    name: Clippy lint
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/checkout@v4
+    - uses: actions-rs/toolchain@v1
+      with:
+        toolchain: nightly
+        components: clippy
+        override: true
+    - name: Lint
+      run: cargo clippy --all-features -- -D warnings
+
+  test:
+    name: Test
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+        build: [stable, nightly]
+        include:
+          - build: stable
+            os: ubuntu-latest
+            rust: stable
+          - build: nightly
+            os: ubuntu-latest
+            rust: nightly
+    steps:
+    - uses: actions/checkout@v4
+    - uses: actions-rs/toolchain@v1
+      with:
+        toolchain: ${{ matrix.rust }}
+        override: true
+    - name: Build and run tests
+      run: cargo test --all-features
+
+  # integration:
+  #   name: Integration tests
+  #   runs-on: ubuntu-latest
+  #   timeout-minutes: 15
+  #   needs: [test]
+  #   steps:
+  #   - uses: actions/checkout@v4
+  #   - uses: actions-rs/toolchain@v1
+  #     with:
+  #       toolchain: stable
+  #       override: true
+  #   - run: |
+  #       pip install psycopg
+  #       pip install psycopg2
+  #   - uses: turtlequeue/setup-babashka@v1.5.0
+  #     with:
+  #       babashka-version: 1.1.173
+  #   - run: ./tests-integration/test.sh
+
+  msrv:
+    name: MSRV
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/checkout@v4
+    - uses: actions-rs/toolchain@v1
+      with:
+        toolchain: "1.72"
+        override: true
+    - run: cargo build --all-features
diff --git a/src/datatypes.rs b/src/datatypes.rs
index 69925df..f42528a 100644
--- a/src/datatypes.rs
+++ b/src/datatypes.rs
@@ -6,8 +6,11 @@ use datafusion::arrow::datatypes::{
     UInt32Type, UInt64Type, UInt8Type,
 };
 use datafusion::arrow::record_batch::RecordBatch;
+use datafusion::common::{DFSchema, ParamValues};
 use datafusion::prelude::*;
+use datafusion::scalar::ScalarValue;
 use futures::{stream, StreamExt};
+use pgwire::api::portal::Portal;
 use pgwire::api::results::{DataRowEncoder, FieldFormat, FieldInfo, QueryResponse};
 use pgwire::api::Type;
 use pgwire::error::{ErrorInfo, PgWireError, PgWireResult};
@@ -214,24 +217,25 @@ fn encode_value(
     Ok(())
 }
 
+pub(crate) fn df_schema_to_pg_fields(schema: &DFSchema) -> PgWireResult<Vec<FieldInfo>> {
+    schema
+        .fields()
+        .iter()
+        .map(|f| {
+            let pg_type = into_pg_type(f.data_type())?;
+            Ok(FieldInfo::new(
+                f.name().into(),
+                None,
+                None,
+                pg_type,
+                FieldFormat::Text,
+            ))
+        })
+        .collect::<PgWireResult<Vec<FieldInfo>>>()
+}
+
 pub(crate) async fn encode_dataframe<'a>(df: DataFrame) -> PgWireResult<QueryResponse<'a>> {
-    let schema = df.schema();
-    let fields = Arc::new(
-        schema
-            .fields()
-            .iter()
-            .map(|f| {
-                let pg_type = into_pg_type(f.data_type())?;
-                Ok(FieldInfo::new(
-                    f.name().into(),
-                    None,
-                    None,
-                    pg_type,
-                    FieldFormat::Text,
-                ))
-            })
-            .collect::<PgWireResult<Vec<FieldInfo>>>()?,
-    );
+    let fields = Arc::new(df_schema_to_pg_fields(df.schema())?);
 
     let recordbatch_stream = df
         .execute_stream()
@@ -266,3 +270,86 @@ pub(crate) async fn encode_dataframe<'a>(df: DataFrame) -> PgWireResult<QueryRes
 
     Ok(QueryResponse::new(fields, pg_row_stream))
 }
+
+/// Deserialize client provided parameter data.
+///
+/// First we try to use the type information from `pg_type_hint`, which is
+/// provided by the client.
+/// If the type is empty or unknown, we fallback to datafusion inferenced type
+/// from `inferenced_types`.
+/// An error will be raised when neither sources can provide type information.
+pub(crate) fn deserialize_parameters<S>(
+    portal: &Portal<S>,
+    inferenced_types: &[Option<&DataType>],
+) -> PgWireResult<ParamValues>
+where
+    S: Clone,
+{
+    fn get_pg_type(
+        pg_type_hint: Option<&Type>,
+        inferenced_type: Option<&DataType>,
+    ) -> PgWireResult<Type> {
+        if let Some(ty) = pg_type_hint {
+            Ok(ty.clone())
+        } else if let Some(infer_type) = inferenced_type {
+            into_pg_type(infer_type)
+        } else {
+            Err(PgWireError::UserError(Box::new(ErrorInfo::new(
+                "FATAL".to_string(),
+                "XX000".to_string(),
+                "Unknown parameter type".to_string(),
+            ))))
+        }
+    }
+
+    let param_len = portal.parameter_len();
+    let mut deserialized_params = Vec::with_capacity(param_len);
+    for i in 0..param_len {
+        let pg_type = get_pg_type(
+            portal.statement.parameter_types.get(i),
+            inferenced_types.get(i).and_then(|v| v.to_owned()),
+        )?;
+        match pg_type {
+            // enumerate all supported parameter types and deserialize the
+            // type to ScalarValue
+            Type::BOOL => {
+                let value = portal.parameter::<bool>(i, &pg_type)?;
+                deserialized_params.push(ScalarValue::Boolean(value));
+            }
+            Type::INT2 => {
+                let value = portal.parameter::<i16>(i, &pg_type)?;
+                deserialized_params.push(ScalarValue::Int16(value));
+            }
+            Type::INT4 => {
+                let value = portal.parameter::<i32>(i, &pg_type)?;
+                deserialized_params.push(ScalarValue::Int32(value));
+            }
+            Type::INT8 => {
+                let value = portal.parameter::<i64>(i, &pg_type)?;
+                deserialized_params.push(ScalarValue::Int64(value));
+            }
+            Type::TEXT | Type::VARCHAR => {
+                let value = portal.parameter::<String>(i, &pg_type)?;
+                deserialized_params.push(ScalarValue::Utf8(value));
+            }
+            Type::FLOAT4 => {
+                let value = portal.parameter::<f32>(i, &pg_type)?;
+                deserialized_params.push(ScalarValue::Float32(value));
+            }
+            Type::FLOAT8 => {
+                let value = portal.parameter::<f64>(i, &pg_type)?;
+                deserialized_params.push(ScalarValue::Float64(value));
+            }
+            // TODO: add more types like Timestamp, Datetime, Bytea
+            _ => {
+                return Err(PgWireError::UserError(Box::new(ErrorInfo::new(
+                    "FATAL".to_string(),
+                    "XX000".to_string(),
+                    format!("Unsupported parameter type: {}", pg_type),
+                ))));
+            }
+        }
+    }
+
+    Ok(ParamValues::List(deserialized_params))
+}
diff --git a/src/handlers.rs b/src/handlers.rs
index 5d6dade..dab019d 100644
--- a/src/handlers.rs
+++ b/src/handlers.rs
@@ -1,23 +1,35 @@
 use std::sync::Arc;
 
 use async_trait::async_trait;
+use datafusion::arrow::datatypes::DataType;
+use datafusion::logical_expr::LogicalPlan;
 use datafusion::prelude::*;
-use pgwire::api::query::SimpleQueryHandler;
-use pgwire::api::results::{Response, Tag};
-use pgwire::api::ClientInfo;
+use pgwire::api::portal::Portal;
+use pgwire::api::query::{ExtendedQueryHandler, SimpleQueryHandler};
+use pgwire::api::results::{DescribePortalResponse, DescribeStatementResponse, Response, Tag};
+use pgwire::api::stmt::QueryParser;
+use pgwire::api::stmt::StoredStatement;
+use pgwire::api::{ClientInfo, Type};
 use pgwire::error::{ErrorInfo, PgWireError, PgWireResult};
+
 use tokio::sync::Mutex;
 
-use crate::datatypes::encode_dataframe;
+use crate::datatypes::{self, into_pg_type};
 
 pub(crate) struct DfSessionService {
     session_context: Arc<Mutex<SessionContext>>,
+    parser: Arc<Parser>,
 }
 
 impl DfSessionService {
     pub fn new() -> DfSessionService {
+        let session_context = Arc::new(Mutex::new(SessionContext::new()));
+        let parser = Arc::new(Parser {
+            session_context: session_context.clone(),
+        });
         DfSessionService {
-            session_context: Arc::new(Mutex::new(SessionContext::new())),
+            session_context,
+            parser,
         }
     }
 }
@@ -50,7 +62,7 @@ impl SimpleQueryHandler for DfSessionService {
                 .await
                 .map_err(|e| PgWireError::ApiError(Box::new(e)))?;
 
-            let resp = encode_dataframe(df).await?;
+            let resp = datatypes::encode_dataframe(df).await?;
             Ok(vec![Response::Query(resp)])
         } else {
             Ok(vec![Response::Error(Box::new(ErrorInfo::new(
@@ -61,3 +73,120 @@ impl SimpleQueryHandler for DfSessionService {
         }
     }
 }
+
+pub(crate) struct Parser {
+    session_context: Arc<Mutex<SessionContext>>,
+}
+
+#[async_trait]
+impl QueryParser for Parser {
+    type Statement = LogicalPlan;
+
+    async fn parse_sql(&self, sql: &str, _types: &[Type]) -> PgWireResult<Self::Statement> {
+        let context = self.session_context.lock().await;
+        let state = context.state();
+
+        let logical_plan = state
+            .create_logical_plan(sql)
+            .await
+            .map_err(|e| PgWireError::ApiError(Box::new(e)))?;
+        let optimised = state
+            .optimize(&logical_plan)
+            .map_err(|e| PgWireError::ApiError(Box::new(e)))?;
+
+        Ok(optimised)
+    }
+}
+
+#[async_trait]
+impl ExtendedQueryHandler for DfSessionService {
+    type Statement = LogicalPlan;
+
+    type QueryParser = Parser;
+
+    fn query_parser(&self) -> Arc<Self::QueryParser> {
+        self.parser.clone()
+    }
+
+    async fn do_describe_statement<C>(
+        &self,
+        _client: &mut C,
+        target: &StoredStatement<Self::Statement>,
+    ) -> PgWireResult<DescribeStatementResponse>
+    where
+        C: ClientInfo + Unpin + Send + Sync,
+    {
+        let plan = &target.statement;
+
+        let schema = plan.schema();
+        let fields = datatypes::df_schema_to_pg_fields(schema.as_ref())?;
+        let params = plan
+            .get_parameter_types()
+            .map_err(|e| PgWireError::ApiError(Box::new(e)))?;
+
+        dbg!(&params);
+        let mut param_types = Vec::with_capacity(params.len());
+        for param_type in params.into_values() {
+            if let Some(datatype) = param_type {
+                let pgtype = into_pg_type(&datatype)?;
+                param_types.push(pgtype);
+            } else {
+                param_types.push(Type::UNKNOWN);
+            }
+        }
+
+        Ok(DescribeStatementResponse::new(param_types, fields))
+    }
+
+    async fn do_describe_portal<C>(
+        &self,
+        _client: &mut C,
+        target: &Portal<Self::Statement>,
+    ) -> PgWireResult<DescribePortalResponse>
+    where
+        C: ClientInfo + Unpin + Send + Sync,
+    {
+        let plan = &target.statement.statement;
+        let schema = plan.schema();
+        let fields = datatypes::df_schema_to_pg_fields(schema.as_ref())?;
+
+        Ok(DescribePortalResponse::new(fields))
+    }
+
+    async fn do_query<'a, C>(
+        &self,
+        _client: &mut C,
+        portal: &'a Portal<Self::Statement>,
+        _max_rows: usize,
+    ) -> PgWireResult<Response<'a>>
+    where
+        C: ClientInfo + Unpin + Send + Sync,
+    {
+        let plan = &portal.statement.statement;
+
+        let param_values = datatypes::deserialize_parameters(
+            portal,
+            &plan
+                .get_parameter_types()
+                .map_err(|e| PgWireError::ApiError(Box::new(e)))?
+                .values()
+                .map(|v| v.as_ref())
+                .collect::<Vec<Option<&DataType>>>(),
+        )?;
+
+        let plan = plan
+            .replace_params_with_values(&param_values)
+            .map_err(|e| PgWireError::ApiError(Box::new(e)))?;
+
+        let dataframe = self
+            .session_context
+            .lock()
+            .await
+            .execute_logical_plan(plan)
+            .await
+            .map_err(|e| PgWireError::ApiError(Box::new(e)))?;
+
+        let resp = datatypes::encode_dataframe(dataframe).await?;
+        Ok(Response::Query(resp))
+    }
+}
diff --git a/src/main.rs b/src/main.rs
index 8437490..4b7eed0 100644
--- a/src/main.rs
+++ b/src/main.rs
@@ -1,7 +1,6 @@
 use std::sync::Arc;
 
 use pgwire::api::auth::noop::NoopStartupHandler;
-use pgwire::api::query::PlaceholderExtendedQueryHandler;
 use pgwire::api::{MakeHandler, StatelessMakeHandler};
 use pgwire::tokio::process_socket;
 use tokio::net::TcpListener;
@@ -14,10 +13,6 @@ async fn main() {
     let processor = Arc::new(StatelessMakeHandler::new(Arc::new(
         handlers::DfSessionService::new(),
     )));
-    // We have not implemented extended query in this server, use placeholder instead
-    let placeholder = Arc::new(StatelessMakeHandler::new(Arc::new(
-        PlaceholderExtendedQueryHandler,
-    )));
     let authenticator = Arc::new(StatelessMakeHandler::new(Arc::new(NoopStartupHandler)));
 
     let server_addr = "127.0.0.1:5432";
@@ -28,14 +23,13 @@ async fn main() {
         let incoming_socket = listener.accept().await.unwrap();
         let authenticator_ref = authenticator.make();
         let processor_ref = processor.make();
-        let placeholder_ref = placeholder.make();
         tokio::spawn(async move {
             process_socket(
                 incoming_socket.0,
                 None,
                 authenticator_ref,
+                processor_ref.clone(),
                 processor_ref,
-                placeholder_ref,
             )
             .await
         });