diff --git a/Cargo.lock b/Cargo.lock
index ce4aba8939..928e2fb267 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -3252,7 +3252,7 @@ dependencies = [
 [[package]]
 name = "datafusion"
 version = "45.0.0"
-source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=e104c7cf62b11dd5fe41461b82514978234326b4#e104c7cf62b11dd5fe41461b82514978234326b4"
+source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=12c0381babd52c681043957e9d6ee083a03f7646#12c0381babd52c681043957e9d6ee083a03f7646"
 dependencies = [
  "arrow 54.2.1",
  "arrow-array 54.2.1",
@@ -3303,7 +3303,7 @@ dependencies = [
 [[package]]
 name = "datafusion-catalog"
 version = "45.0.0"
-source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=e104c7cf62b11dd5fe41461b82514978234326b4#e104c7cf62b11dd5fe41461b82514978234326b4"
+source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=12c0381babd52c681043957e9d6ee083a03f7646#12c0381babd52c681043957e9d6ee083a03f7646"
 dependencies = [
  "arrow 54.2.1",
  "async-trait",
@@ -3323,7 +3323,7 @@ dependencies = [
 [[package]]
 name = "datafusion-catalog-listing"
 version = "45.0.0"
-source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=e104c7cf62b11dd5fe41461b82514978234326b4#e104c7cf62b11dd5fe41461b82514978234326b4"
+source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=12c0381babd52c681043957e9d6ee083a03f7646#12c0381babd52c681043957e9d6ee083a03f7646"
 dependencies = [
  "arrow 54.2.1",
  "arrow-schema 54.3.1",
@@ -3346,7 +3346,7 @@ dependencies = [
 [[package]]
 name = "datafusion-common"
 version = "45.0.0"
-source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=e104c7cf62b11dd5fe41461b82514978234326b4#e104c7cf62b11dd5fe41461b82514978234326b4"
+source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=12c0381babd52c681043957e9d6ee083a03f7646#12c0381babd52c681043957e9d6ee083a03f7646"
 dependencies = [
  "ahash 0.8.11",
  "arrow 54.2.1",
@@ -3371,7 +3371,7 @@ dependencies = [
 [[package]]
 name = "datafusion-common-runtime"
 version = "45.0.0"
-source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=e104c7cf62b11dd5fe41461b82514978234326b4#e104c7cf62b11dd5fe41461b82514978234326b4"
+source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=12c0381babd52c681043957e9d6ee083a03f7646#12c0381babd52c681043957e9d6ee083a03f7646"
 dependencies = [
  "log",
  "tokio",
@@ -3380,12 +3380,12 @@ dependencies = [
 [[package]]
 name = "datafusion-doc"
 version = "45.0.0"
-source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=e104c7cf62b11dd5fe41461b82514978234326b4#e104c7cf62b11dd5fe41461b82514978234326b4"
+source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=12c0381babd52c681043957e9d6ee083a03f7646#12c0381babd52c681043957e9d6ee083a03f7646"
 
 [[package]]
 name = "datafusion-execution"
 version = "45.0.0"
-source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=e104c7cf62b11dd5fe41461b82514978234326b4#e104c7cf62b11dd5fe41461b82514978234326b4"
+source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=12c0381babd52c681043957e9d6ee083a03f7646#12c0381babd52c681043957e9d6ee083a03f7646"
 dependencies = [
  "arrow 54.2.1",
  "dashmap",
@@ -3403,7 +3403,7 @@ dependencies = [
 [[package]]
 name = "datafusion-expr"
 version = "45.0.0"
-source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=e104c7cf62b11dd5fe41461b82514978234326b4#e104c7cf62b11dd5fe41461b82514978234326b4"
+source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=12c0381babd52c681043957e9d6ee083a03f7646#12c0381babd52c681043957e9d6ee083a03f7646"
 dependencies = [
  "arrow 54.2.1",
  "chrono",
@@ -3423,7 +3423,7 @@ dependencies = [
 [[package]]
 name = "datafusion-expr-common"
 version = "45.0.0"
-source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=e104c7cf62b11dd5fe41461b82514978234326b4#e104c7cf62b11dd5fe41461b82514978234326b4"
+source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=12c0381babd52c681043957e9d6ee083a03f7646#12c0381babd52c681043957e9d6ee083a03f7646"
 dependencies = [
  "arrow 54.2.1",
  "datafusion-common",
@@ -3434,7 +3434,7 @@ dependencies = [
 [[package]]
 name = "datafusion-functions"
 version = "45.0.0"
-source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=e104c7cf62b11dd5fe41461b82514978234326b4#e104c7cf62b11dd5fe41461b82514978234326b4"
+source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=12c0381babd52c681043957e9d6ee083a03f7646#12c0381babd52c681043957e9d6ee083a03f7646"
 dependencies = [
  "arrow 54.2.1",
  "arrow-buffer 54.3.1",
@@ -3463,7 +3463,7 @@ dependencies = [
 [[package]]
 name = "datafusion-functions-aggregate"
 version = "45.0.0"
-source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=e104c7cf62b11dd5fe41461b82514978234326b4#e104c7cf62b11dd5fe41461b82514978234326b4"
+source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=12c0381babd52c681043957e9d6ee083a03f7646#12c0381babd52c681043957e9d6ee083a03f7646"
 dependencies = [
  "ahash 0.8.11",
  "arrow 54.2.1",
@@ -3484,7 +3484,7 @@ dependencies = [
 [[package]]
 name = "datafusion-functions-aggregate-common"
 version = "45.0.0"
-source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=e104c7cf62b11dd5fe41461b82514978234326b4#e104c7cf62b11dd5fe41461b82514978234326b4"
+source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=12c0381babd52c681043957e9d6ee083a03f7646#12c0381babd52c681043957e9d6ee083a03f7646"
 dependencies = [
  "ahash 0.8.11",
  "arrow 54.2.1",
@@ -3496,7 +3496,7 @@ dependencies = [
 [[package]]
 name = "datafusion-functions-nested"
 version = "45.0.0"
-source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=e104c7cf62b11dd5fe41461b82514978234326b4#e104c7cf62b11dd5fe41461b82514978234326b4"
+source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=12c0381babd52c681043957e9d6ee083a03f7646#12c0381babd52c681043957e9d6ee083a03f7646"
 dependencies = [
  "arrow 54.2.1",
  "arrow-array 54.2.1",
@@ -3518,7 +3518,7 @@ dependencies = [
 [[package]]
 name = "datafusion-functions-table"
 version = "45.0.0"
-source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=e104c7cf62b11dd5fe41461b82514978234326b4#e104c7cf62b11dd5fe41461b82514978234326b4"
+source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=12c0381babd52c681043957e9d6ee083a03f7646#12c0381babd52c681043957e9d6ee083a03f7646"
 dependencies = [
  "arrow 54.2.1",
  "async-trait",
@@ -3533,7 +3533,7 @@ dependencies = [
 [[package]]
 name = "datafusion-functions-window"
 version = "45.0.0"
-source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=e104c7cf62b11dd5fe41461b82514978234326b4#e104c7cf62b11dd5fe41461b82514978234326b4"
+source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=12c0381babd52c681043957e9d6ee083a03f7646#12c0381babd52c681043957e9d6ee083a03f7646"
 dependencies = [
  "datafusion-common",
  "datafusion-doc",
@@ -3549,7 +3549,7 @@ dependencies = [
 [[package]]
 name = "datafusion-functions-window-common"
 version = "45.0.0"
-source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=e104c7cf62b11dd5fe41461b82514978234326b4#e104c7cf62b11dd5fe41461b82514978234326b4"
+source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=12c0381babd52c681043957e9d6ee083a03f7646#12c0381babd52c681043957e9d6ee083a03f7646"
 dependencies = [
  "datafusion-common",
  "datafusion-physical-expr-common",
@@ -3558,7 +3558,7 @@ dependencies = [
 [[package]]
 name = "datafusion-macros"
 version = "45.0.0"
-source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=e104c7cf62b11dd5fe41461b82514978234326b4#e104c7cf62b11dd5fe41461b82514978234326b4"
+source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=12c0381babd52c681043957e9d6ee083a03f7646#12c0381babd52c681043957e9d6ee083a03f7646"
 dependencies = [
  "datafusion-expr",
  "quote",
@@ -3568,7 +3568,7 @@ dependencies = [
 [[package]]
 name = "datafusion-optimizer"
 version = "45.0.0"
-source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=e104c7cf62b11dd5fe41461b82514978234326b4#e104c7cf62b11dd5fe41461b82514978234326b4"
+source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=12c0381babd52c681043957e9d6ee083a03f7646#12c0381babd52c681043957e9d6ee083a03f7646"
 dependencies = [
  "arrow 54.2.1",
  "chrono",
@@ -3586,7 +3586,7 @@ dependencies = [
 [[package]]
 name = "datafusion-physical-expr"
 version = "45.0.0"
-source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=e104c7cf62b11dd5fe41461b82514978234326b4#e104c7cf62b11dd5fe41461b82514978234326b4"
+source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=12c0381babd52c681043957e9d6ee083a03f7646#12c0381babd52c681043957e9d6ee083a03f7646"
 dependencies = [
  "ahash 0.8.11",
  "arrow 54.2.1",
@@ -3609,7 +3609,7 @@ dependencies = [
 [[package]]
 name = "datafusion-physical-expr-common"
 version = "45.0.0"
-source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=e104c7cf62b11dd5fe41461b82514978234326b4#e104c7cf62b11dd5fe41461b82514978234326b4"
+source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=12c0381babd52c681043957e9d6ee083a03f7646#12c0381babd52c681043957e9d6ee083a03f7646"
 dependencies = [
  "ahash 0.8.11",
  "arrow 54.2.1",
@@ -3622,7 +3622,7 @@ dependencies = [
 [[package]]
 name = "datafusion-physical-optimizer"
 version = "45.0.0"
-source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=e104c7cf62b11dd5fe41461b82514978234326b4#e104c7cf62b11dd5fe41461b82514978234326b4"
+source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=12c0381babd52c681043957e9d6ee083a03f7646#12c0381babd52c681043957e9d6ee083a03f7646"
 dependencies = [
  "arrow 54.2.1",
  "arrow-schema 54.3.1",
@@ -3643,7 +3643,7 @@ dependencies = [
 [[package]]
 name = "datafusion-physical-plan"
 version = "45.0.0"
-source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=e104c7cf62b11dd5fe41461b82514978234326b4#e104c7cf62b11dd5fe41461b82514978234326b4"
+source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=12c0381babd52c681043957e9d6ee083a03f7646#12c0381babd52c681043957e9d6ee083a03f7646"
 dependencies = [
  "ahash 0.8.11",
  "arrow 54.2.1",
@@ -3673,7 +3673,7 @@ dependencies = [
 [[package]]
 name = "datafusion-sql"
 version = "45.0.0"
-source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=e104c7cf62b11dd5fe41461b82514978234326b4#e104c7cf62b11dd5fe41461b82514978234326b4"
+source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=12c0381babd52c681043957e9d6ee083a03f7646#12c0381babd52c681043957e9d6ee083a03f7646"
 dependencies = [
  "arrow 54.2.1",
  "arrow-array 54.2.1",
@@ -3691,7 +3691,7 @@ dependencies = [
 [[package]]
 name = "datafusion-substrait"
 version = "45.0.0"
-source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=e104c7cf62b11dd5fe41461b82514978234326b4#e104c7cf62b11dd5fe41461b82514978234326b4"
+source = "git+https://github.com/waynexia/arrow-datafusion.git?rev=12c0381babd52c681043957e9d6ee083a03f7646#12c0381babd52c681043957e9d6ee083a03f7646"
 dependencies = [
  "async-recursion",
  "async-trait",
diff --git a/Cargo.toml b/Cargo.toml
index 500f7e6eed..196123b9fd 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -116,15 +116,15 @@ clap = { version = "4.4", features = ["derive"] }
 config = "0.13.0"
 crossbeam-utils = "0.8"
 dashmap = "6.1"
-datafusion = { git = "https://github.com/waynexia/arrow-datafusion.git", rev = "e104c7cf62b11dd5fe41461b82514978234326b4" }
-datafusion-common = { git = "https://github.com/waynexia/arrow-datafusion.git", rev = "e104c7cf62b11dd5fe41461b82514978234326b4" }
-datafusion-expr = { git = "https://github.com/waynexia/arrow-datafusion.git", rev = "e104c7cf62b11dd5fe41461b82514978234326b4" }
-datafusion-functions = { git = "https://github.com/waynexia/arrow-datafusion.git", rev = "e104c7cf62b11dd5fe41461b82514978234326b4" }
-datafusion-optimizer = { git = "https://github.com/waynexia/arrow-datafusion.git", rev = "e104c7cf62b11dd5fe41461b82514978234326b4" }
-datafusion-physical-expr = { git = "https://github.com/waynexia/arrow-datafusion.git", rev = "e104c7cf62b11dd5fe41461b82514978234326b4" }
-datafusion-physical-plan = { git = "https://github.com/waynexia/arrow-datafusion.git", rev = "e104c7cf62b11dd5fe41461b82514978234326b4" }
-datafusion-sql = { git = "https://github.com/waynexia/arrow-datafusion.git", rev = "e104c7cf62b11dd5fe41461b82514978234326b4" }
-datafusion-substrait = { git = "https://github.com/waynexia/arrow-datafusion.git", rev = "e104c7cf62b11dd5fe41461b82514978234326b4" }
+datafusion = { git = "https://github.com/waynexia/arrow-datafusion.git", rev = "12c0381babd52c681043957e9d6ee083a03f7646" }
+datafusion-common = { git = "https://github.com/waynexia/arrow-datafusion.git", rev = "12c0381babd52c681043957e9d6ee083a03f7646" }
+datafusion-expr = { git = "https://github.com/waynexia/arrow-datafusion.git", rev = "12c0381babd52c681043957e9d6ee083a03f7646" }
+datafusion-functions = { git = "https://github.com/waynexia/arrow-datafusion.git", rev = "12c0381babd52c681043957e9d6ee083a03f7646" }
+datafusion-optimizer = { git = "https://github.com/waynexia/arrow-datafusion.git", rev = "12c0381babd52c681043957e9d6ee083a03f7646" }
+datafusion-physical-expr = { git = "https://github.com/waynexia/arrow-datafusion.git", rev = "12c0381babd52c681043957e9d6ee083a03f7646" }
+datafusion-physical-plan = { git = "https://github.com/waynexia/arrow-datafusion.git", rev = "12c0381babd52c681043957e9d6ee083a03f7646" }
+datafusion-sql = { git = "https://github.com/waynexia/arrow-datafusion.git", rev = "12c0381babd52c681043957e9d6ee083a03f7646" }
+datafusion-substrait = { git = "https://github.com/waynexia/arrow-datafusion.git", rev = "12c0381babd52c681043957e9d6ee083a03f7646" }
 deadpool = "0.12"
 deadpool-postgres = "0.14"
 derive_builder = "0.20"
diff --git a/src/query/src/promql/planner.rs b/src/query/src/promql/planner.rs
index 66b8023960..6df5bdbbba 100644
--- a/src/query/src/promql/planner.rs
+++ b/src/query/src/promql/planner.rs
@@ -2444,7 +2444,7 @@ impl PromPlanner {
         LogicalPlanBuilder::from(left)
             .alias(left_table_ref)
             .context(DataFusionPlanningSnafu)?
-            .join(
+            .join_detailed(
                 right,
                 JoinType::Inner,
                 (
@@ -2458,6 +2458,7 @@ impl PromPlanner {
                         .collect::<Vec<_>>(),
                 ),
                 None,
+                true,
             )
             .context(DataFusionPlanningSnafu)?
             .build()
diff --git a/tests/cases/standalone/common/promql/set_operation.result b/tests/cases/standalone/common/promql/set_operation.result
index d3b8de6f97..d5f6765978 100644
--- a/tests/cases/standalone/common/promql/set_operation.result
+++ b/tests/cases/standalone/common/promql/set_operation.result
@@ -675,11 +675,16 @@ insert into cache_miss_with_null_label values
 Affected Rows: 4
 
 -- SQLNESS SORT_RESULT 3 1
--- null!=null, so it will returns the empty set.
 tql eval (3, 4, '1s') cache_hit_with_null_label / (cache_miss_with_null_label + cache_hit_with_null_label);
 
-++
-++
++-------+------------+---------------------+---------------------------------------------------------------------------------------------------------------+
+| job   | null_label | ts                  | lhs.greptime_value / rhs.cache_miss_with_null_label.greptime_value + cache_hit_with_null_label.greptime_value |
++-------+------------+---------------------+---------------------------------------------------------------------------------------------------------------+
+| read  |            | 1970-01-01T00:00:03 | 0.5                                                                                                           |
+| read  |            | 1970-01-01T00:00:04 | 0.75                                                                                                          |
+| write |            | 1970-01-01T00:00:03 | 0.5                                                                                                           |
+| write |            | 1970-01-01T00:00:04 | 0.6666666666666666                                                                                            |
++-------+------------+---------------------+---------------------------------------------------------------------------------------------------------------+
 
 -- SQLNESS SORT_RESULT 3 1
 tql eval (3, 4, '1s') cache_hit_with_null_label / ignoring(null_label) (cache_miss_with_null_label + ignoring(null_label) cache_hit_with_null_label);
diff --git a/tests/cases/standalone/common/promql/set_operation.sql b/tests/cases/standalone/common/promql/set_operation.sql
index 1159169697..856aa3ea13 100644
--- a/tests/cases/standalone/common/promql/set_operation.sql
+++ b/tests/cases/standalone/common/promql/set_operation.sql
@@ -325,7 +325,6 @@ insert into cache_miss_with_null_label values
     (4000, "write", null, 2.0);
 
 -- SQLNESS SORT_RESULT 3 1
--- null!=null, so it will returns the empty set.
 tql eval (3, 4, '1s') cache_hit_with_null_label / (cache_miss_with_null_label + cache_hit_with_null_label);
 
 -- SQLNESS SORT_RESULT 3 1