diff --git a/.gitmodules b/.gitmodules
new file mode 100644
index 0000000..bdc3a3c
--- /dev/null
+++ b/.gitmodules
@@ -0,0 +1,3 @@
+[submodule "calcite"]
+	path = calcite
+	url = https://github.com/apache/calcite.git
diff --git a/calcite b/calcite
new file mode 160000
index 0000000..065e323
--- /dev/null
+++ b/calcite
@@ -0,0 +1 @@
+Subproject commit 065e323da89ca73a46bec195efc7bd4019dc4f2f
diff --git a/ledger_sql.sh b/ledger_sql.sh
new file mode 100755
index 0000000..5055bb6
--- /dev/null
+++ b/ledger_sql.sh
@@ -0,0 +1,48 @@
+#!/bin/bash
+
+if [[ "$#" -ne 2 ]]
+then
+    echo "Illegal number of parameters."
+    echo "Usage: /path/to/ledger_sql.sh </path/to/ledger> </path/to/scratch/dir>"
+    exit
+fi
+
+LEDGER_FILE="$1"
+SCRATCH_DIR="$2"
+CALCITE_LEDGER_SCHEMA_NAME=LEDGER
+CALCITE_LEDGER_SCHEMA_DIR="$SCRATCH_DIR/LEDGER"
+
+clean_up () {
+    ARG=$?
+    rm -rf $SCRATCH_DIR
+    exit $ARG
+}
+trap clean_up EXIT
+
+# Initialize Calcite.
+git submodule update --init --recursive
+
+ROOT_DIR="$( cd -- "$(dirname "$0")" >/dev/null 2>&1 ; pwd -P )"
+
+pushd $ROOT_DIR/calcite && ./gradlew -q :example:csv:buildSqllineClasspath && popd >/dev/null 2>&1
+
+mkdir -p $SCRATCH_DIR
+
+# Populate model.json from template
+sed "s/<calcite_ledger_schema_name>/$CALCITE_LEDGER_SCHEMA_NAME/g" $ROOT_DIR/model.json > "$SCRATCH_DIR/model.json"
+
+# Use # as separator in sed instead of / to avoid confusion with / in the path.
+sed -i "s#<calcite_ledger_schema_dir>#$CALCITE_LEDGER_SCHEMA_DIR#g" "$SCRATCH_DIR/model.json"
+
+mkdir -p $CALCITE_LEDGER_SCHEMA_DIR
+
+# Generate the CSV output of the ledger file.
+$ROOT_DIR/txn_gen.sh $LEDGER_FILE $CALCITE_LEDGER_SCHEMA_DIR/LEDGER.csv "$SCRATCH_DIR/scratchfile"
+
+# Start sqlline.
+java \
+  -Djavax.xml.parsers.DocumentBuilderFactory=com.sun.org.apache.xerces.internal.jaxp.DocumentBuilderFactoryImpl \
+  -jar $ROOT_DIR/calcite/example/csv/build/libs/sqllineClasspath.jar \
+  -u jdbc:calcite:model=$SCRATCH_DIR/model.json \
+  -n admin \
+  -p admin
diff --git a/model.json b/model.json
new file mode 100644
index 0000000..62c2266
--- /dev/null
+++ b/model.json
@@ -0,0 +1,14 @@
+{
+  "version": "1.0",
+  "defaultSchema": "<calcite_ledger_schema_name>",
+  "schemas": [
+    {
+      "name": "<calcite_ledger_schema_name>",
+      "type": "custom",
+      "factory": "org.apache.calcite.adapter.csv.CsvSchemaFactory",
+      "operand": {
+        "directory": "<calcite_ledger_schema_dir>"
+      }
+    }
+  ]
+}
diff --git a/txn_gen.sh b/txn_gen.sh
index 090bc0c..2016c8a 100755
--- a/txn_gen.sh
+++ b/txn_gen.sh
@@ -1,7 +1,7 @@
 #!/bin/bash
-# TODO(louiskuang): consider switching to a python script and add unit tests.
-# TODO(louiskuang): support the notes column %(quoted(join(note | xact.note))).
-# TODO(louiskuang): make filename part of txn id.
+# TODO(xwkuang5): consider switching to a python script and add unit tests.
+# TODO(xwkuang5): support the notes column %(quoted(join(note | xact.note))).
+# TODO(xwkuang5): make filename part of txn id.
 
 function join_by { local d=${1-} f=${2-}; if shift 2; then printf %s "$f" "${@/#/$d}"; fi; }
 
@@ -30,7 +30,7 @@ NUM_USER_VISIBLE_FIELDS=7
 USER_VISIBLE_FIELD_START_IDX=2
 
 # Calcite header.
-HEADER="TXN_ID:long,TXN_DATE:date,CODE:string,PAYEE:string,ACCOUNT:string,COMMODITY:string,QUANTITY:numeric,STATUS:string"
+HEADER="TXN_ID:long,TXN_DATE:date,CODE:string,PAYEE:string,ACCOUNT:string,COMMODITY:string,QUANTITY:\"decimal(18,2)\",STATUS:string"
 
 # Truncate the output.
 : > $2