diff --git a/contrib/tiflash-columnar-hub/Cargo.lock b/contrib/tiflash-columnar-hub/Cargo.lock
index 887c45827e4..7016b63954f 100644
--- a/contrib/tiflash-columnar-hub/Cargo.lock
+++ b/contrib/tiflash-columnar-hub/Cargo.lock
@@ -14,7 +14,7 @@ version = "0.25.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1b5d307320b3181d6d7954e663bd7c774a838b8220fe0593c86d9fb09f498b4b"
 dependencies = [
- "gimli",
+ "gimli 0.32.3",
 ]
 
 [[package]]
@@ -952,7 +952,7 @@ dependencies = [
  "cfg-if",
  "libc",
  "miniz_oxide",
- "object",
+ "object 0.37.3",
  "rustc-demangle",
  "windows-link",
 ]
@@ -1396,7 +1396,7 @@ dependencies = [
  "charabia",
  "fastrand 2.4.1",
  "lazy_static",
- "memmap2",
+ "memmap2 0.9.10",
  "once_cell",
  "ordered-float 5.3.0",
  "prost 0.13.5",
@@ -1570,6 +1570,15 @@ dependencies = [
  "memchr",
 ]
 
+[[package]]
+name = "cpp_demangle"
+version = "0.4.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f2bb79cb74d735044c972aae58ed0aaa9a837e85b01106a54c39e42e97f62253"
+dependencies = [
+ "cfg-if",
+]
+
 [[package]]
 name = "cpu-time"
 version = "1.0.0"
@@ -2221,7 +2230,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "39cab71617ae0d63f51a36d69f866391735b51691dbda63cf6f96d042b63efeb"
 dependencies = [
  "libc",
- "windows-sys 0.61.2",
+ "windows-sys 0.52.0",
 ]
 
 [[package]]
@@ -2305,6 +2314,12 @@ version = "0.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "4443176a9f2c162692bd3d352d745ef9413eec5782a80d8fd6f8a1ac692a07f7"
 
+[[package]]
+name = "fallible-iterator"
+version = "0.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2acce4a10f12dc2fb14a218589d4f1f62ef011b2d0cc4b3cb1bba8e94da14649"
+
 [[package]]
 name = "farmhash"
 version = "1.1.5"
@@ -2447,6 +2462,20 @@ dependencies = [
  "percent-encoding",
 ]
 
+[[package]]
+name = "framehop"
+version = "0.13.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "09a5a3f0acb82df800ca3aa50c0d60d286c5d13d4cfc3114b3a9663f13b032fe"
+dependencies = [
+ "arrayvec",
+ "cfg-if",
+ "fallible-iterator 0.3.0",
+ "gimli 0.31.1",
+ "macho-unwind-info",
+ "pe-unwind-info",
+]
+
 [[package]]
 name = "fs2"
 version = "0.4.3"
@@ -2691,6 +2720,16 @@ dependencies = [
  "syn 2.0.117",
 ]
 
+[[package]]
+name = "gimli"
+version = "0.31.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "07e28edb80900c19c28f1072f2e8aeca7fa06b23cd4169cefe1af5aa3260783f"
+dependencies = [
+ "fallible-iterator 0.3.0",
+ "stable_deref_trait",
+]
+
 [[package]]
 name = "gimli"
 version = "0.32.3"
@@ -2889,7 +2928,7 @@ version = "0.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1f530c66081961311028f67d22da8e3f739dab6979fc200f199c3ef0fb2e194a"
 dependencies = [
- "fallible-iterator",
+ "fallible-iterator 0.2.0",
 ]
 
 [[package]]
@@ -3324,7 +3363,7 @@ checksum = "3640c1c38b8e4e43584d8df18be5fc6b0aa314ce6ebf51b53313d4306cca8e46"
 dependencies = [
  "hermit-abi 0.5.2",
  "libc",
- "windows-sys 0.61.2",
+ "windows-sys 0.52.0",
 ]
 
 [[package]]
@@ -3494,7 +3533,7 @@ dependencies = [
  "log_wrappers",
  "lz4",
  "maybe-async",
- "memmap2",
+ "memmap2 0.9.10",
  "nix 0.24.3",
  "num_cpus",
  "online_config",
@@ -3889,6 +3928,17 @@ version = "0.11.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "373f5eceeeab7925e0c1098212f2fbc4d416adec9d35051a6ab251e824c1854a"
 
+[[package]]
+name = "macho-unwind-info"
+version = "0.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "bb4bdc8b0ce69932332cf76d24af69c3a155242af95c226b2ab6c2e371ed1149"
+dependencies = [
+ "thiserror 2.0.18",
+ "zerocopy",
+ "zerocopy-derive",
+]
+
 [[package]]
 name = "match-template"
 version = "0.0.1"
@@ -3968,6 +4018,15 @@ version = "2.8.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f8ca58f447f06ed17d5fc4043ce1b10dd205e060fb3ce5b979b8ed8e59ff3f79"
 
+[[package]]
+name = "memmap2"
+version = "0.5.10"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "83faa42c0a078c393f6b29d5db232d8be22776a891f8f56e5284faee4a20b327"
+dependencies = [
+ "libc",
+]
+
 [[package]]
 name = "memmap2"
 version = "0.9.10"
@@ -4287,6 +4346,16 @@ dependencies = [
  "url",
 ]
 
+[[package]]
+name = "object"
+version = "0.29.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "21158b2c33aa6d4561f1c0a6ea283ca92bc54802a93b263e910746d679a7eb53"
+dependencies = [
+ "flate2",
+ "memchr",
+]
+
 [[package]]
 name = "object"
 version = "0.37.3"
@@ -4563,6 +4632,19 @@ dependencies = [
  "yatp",
 ]
 
+[[package]]
+name = "pe-unwind-info"
+version = "0.4.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "500fa4cdeacd98997c5865e3d0d1cb8fe7e9d7d75ecc775e07989a433a9a9a59"
+dependencies = [
+ "arrayvec",
+ "bitflags 2.11.1",
+ "thiserror 2.0.18",
+ "zerocopy",
+ "zerocopy-derive",
+]
+
 [[package]]
 name = "peeking_take_while"
 version = "0.1.2"
@@ -4680,17 +4762,19 @@ checksum = "439ee305def115ba05938db6eb1644ff94165c5ab5e9420d1c1bcedbba909391"
 [[package]]
 name = "pprof"
 version = "0.15.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "38a01da47675efa7673b032bf8efd8214f1917d89685e07e395ab125ea42b187"
+source = "git+https://github.com/tikv/pprof-rs.git?rev=01cff82dbe6fe110a707bf2b38d8ebb1d14a18f8#01cff82dbe6fe110a707bf2b38d8ebb1d14a18f8"
 dependencies = [
  "aligned-vec",
  "backtrace",
  "cfg-if",
  "findshlibs",
+ "framehop",
  "inferno 0.11.21",
  "libc",
  "log",
+ "memmap2 0.5.10",
  "nix 0.26.4",
+ "object 0.29.0",
  "once_cell",
  "protobuf 3.7.2",
  "protobuf-codegen 3.7.2",
@@ -5721,7 +5805,7 @@ dependencies = [
  "errno",
  "libc",
  "linux-raw-sys 0.4.15",
- "windows-sys 0.59.0",
+ "windows-sys 0.52.0",
 ]
 
 [[package]]
@@ -5734,7 +5818,7 @@ dependencies = [
  "errno",
  "libc",
  "linux-raw-sys 0.12.1",
- "windows-sys 0.61.2",
+ "windows-sys 0.52.0",
 ]
 
 [[package]]
@@ -5955,7 +6039,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "5b55fb86dfd3a2f5f76ea78310a88f96c4ea21a3031f8d212443d56123fd0521"
 dependencies = [
  "libc",
- "windows-sys 0.61.2",
+ "windows-sys 0.52.0",
 ]
 
 [[package]]
@@ -6414,7 +6498,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "332615d90111d8eeaf86a84dc9bbe9f65d0d8c5cf11b4caccedc37754eb0dcfd"
 dependencies = [
  "debugid",
- "memmap2",
+ "memmap2 0.9.10",
  "stable_deref_trait",
  "uuid 1.23.1",
 ]
@@ -6425,6 +6509,7 @@ version = "12.18.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "912017718eb4d21930546245af9a3475c9dccf15675a5c215664e76621afc471"
 dependencies = [
+ "cpp_demangle",
  "rustc-demangle",
  "symbolic-common",
 ]
@@ -6522,7 +6607,7 @@ dependencies = [
  "lru",
  "lz4_flex",
  "measure_time",
- "memmap2",
+ "memmap2 0.9.10",
  "num_cpus",
  "once_cell",
  "oneshot",
@@ -6652,7 +6737,7 @@ dependencies = [
  "getrandom 0.4.2",
  "once_cell",
  "rustix 1.1.4",
- "windows-sys 0.61.2",
+ "windows-sys 0.52.0",
 ]
 
 [[package]]
@@ -7763,7 +7848,7 @@ version = "0.1.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c2a7b1c03c876122aa43f3020e6c3c3ee5c05081c9a00739faf7503aeba10d22"
 dependencies = [
- "windows-sys 0.61.2",
+ "windows-sys 0.48.0",
 ]
 
 [[package]]
diff --git a/contrib/tiflash-columnar-hub/Cargo.toml b/contrib/tiflash-columnar-hub/Cargo.toml
index b08ee156a65..a39f2b03f17 100644
--- a/contrib/tiflash-columnar-hub/Cargo.toml
+++ b/contrib/tiflash-columnar-hub/Cargo.toml
@@ -23,6 +23,7 @@ sysinfo = { git = "https://github.com/tikv/sysinfo", branch = "0.26-fix-cpu" }
 tokio-executor = { git = "https://github.com/tikv/tokio", branch = "tokio-timer-hotfix" }
 lindera = { git = "https://github.com/breezewish/lindera", branch = "v0.43.1-tokio-1.24" }
 tantivy = { git = "https://github.com/breezewish/tikv-tantivy.git", branch = "patch-0.22.1" }
+pprof = { git = "https://github.com/tikv/pprof-rs.git", rev = "01cff82dbe6fe110a707bf2b38d8ebb1d14a18f8" }
 
 [patch."https://github.com/pingcap/kvproto.git"]
 kvproto = { git = "ssh://git@github.com/pingcap/kvproto.git", rev = "02dc8a9dc01827367f9d91ff2d88c447d3a838ab" }
diff --git a/contrib/tiflash-columnar-hub/hub-runtime/Cargo.toml b/contrib/tiflash-columnar-hub/hub-runtime/Cargo.toml
index fffbec51754..4ab6344f085 100644
--- a/contrib/tiflash-columnar-hub/hub-runtime/Cargo.toml
+++ b/contrib/tiflash-columnar-hub/hub-runtime/Cargo.toml
@@ -33,7 +33,7 @@ kvproto = { git = "ssh://git@github.com/pingcap/kvproto.git", rev = "02dc8a9dc01
 lazy_static = "1.5.0"
 num_cpus = "1"
 pd_client = { workspace = true }
-pprof = { version = "0.15", default-features = false, features = ["flamegraph", "frame-pointer", "protobuf-codec"] }
+pprof = { version = "0.15", default-features = false, features = ["flamegraph", "cpp", "framehop-unwinder", "protobuf-codec"] }
 pprof_util = { version = "0.8.2", features = ["flamegraph"] }
 prometheus = { version = "0.13", features = ["nightly", "push"], default-features = true }
 protobuf = { version = "2.8", features = ["bytes"], default-features = true }