diff --git a/Cargo.lock b/Cargo.lock
index 2680901..8bfa4a1 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -86,7 +86,7 @@ dependencies = [
  "arrow-data",
  "arrow-schema",
  "chrono",
- "chrono-tz",
+ "chrono-tz 0.10.4",
  "half",
  "hashbrown",
  "num-complex",
@@ -353,6 +353,17 @@ dependencies = [
  "windows-link 0.2.1",
 ]
 
+[[package]]
+name = "chrono-tz"
+version = "0.8.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d59ae0466b83e838b81a54256c39d5d7c20b9d7daa10510a242d9b75abd5936e"
+dependencies = [
+ "chrono",
+ "chrono-tz-build",
+ "phf 0.11.3",
+]
+
 [[package]]
 name = "chrono-tz"
 version = "0.10.4"
@@ -363,6 +374,17 @@ dependencies = [
  "phf 0.12.1",
 ]
 
+[[package]]
+name = "chrono-tz-build"
+version = "0.2.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "433e39f13c9a060046954e0592a8d0a4bcb1040125cbf91cb8ee58964cfb350f"
+dependencies = [
+ "parse-zoneinfo",
+ "phf 0.11.3",
+ "phf_codegen",
+]
+
 [[package]]
 name = "comfy-table"
 version = "7.1.2"
@@ -1027,12 +1049,30 @@ dependencies = [
  "windows-link 0.2.1",
 ]
 
+[[package]]
+name = "parse-zoneinfo"
+version = "0.3.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1f2a05b18d44e2957b88f96ba460715e295bc1d7510468a2f3d3b44535d26c24"
+dependencies = [
+ "regex",
+]
+
 [[package]]
 name = "percent-encoding"
 version = "2.3.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9b4f627cb1b25917193a259e49bdad08f671f8d9708acfd5fe0a8c1455d87220"
 
+[[package]]
+name = "phf"
+version = "0.11.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1fd6780a80ae0c52cc120a26a1a42c1ae51b247a253e4e06113d23d2c2edd078"
+dependencies = [
+ "phf_shared 0.11.3",
+]
+
 [[package]]
 name = "phf"
 version = "0.12.1"
@@ -1052,6 +1092,35 @@ dependencies = [
  "serde",
 ]
 
+[[package]]
+name = "phf_codegen"
+version = "0.11.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "aef8048c789fa5e851558d709946d6d79a8ff88c0440c587967f8e94bfb1216a"
+dependencies = [
+ "phf_generator",
+ "phf_shared 0.11.3",
+]
+
+[[package]]
+name = "phf_generator"
+version = "0.11.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3c80231409c20246a13fddb31776fb942c38553c51e871f8cbd687a4cfb5843d"
+dependencies = [
+ "phf_shared 0.11.3",
+ "rand 0.8.5",
+]
+
+[[package]]
+name = "phf_shared"
+version = "0.11.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "67eabc2ef2a60eb7faa00097bd1ffdb5bd28e62bf39990626a582201b7a754e5"
+dependencies = [
+ "siphasher",
+]
+
 [[package]]
 name = "phf_shared"
 version = "0.12.1"
@@ -1110,7 +1179,7 @@ dependencies = [
  "hmac",
  "md-5",
  "memchr",
- "rand",
+ "rand 0.9.2",
  "sha2",
  "stringprep",
 ]
@@ -1151,7 +1220,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "37a6df7eab65fc7bee654a421404947e10a0f7085b6951bf2ea395f4659fb0cf"
 dependencies = [
  "chrono",
- "chrono-tz",
+ "chrono-tz 0.10.4",
  "indexmap",
  "indoc",
  "libc",
@@ -1177,7 +1246,7 @@ dependencies = [
  "arrow-schema",
  "arrow-select",
  "chrono",
- "chrono-tz",
+ "chrono-tz 0.10.4",
  "half",
  "indexmap",
  "numpy",
@@ -1244,6 +1313,15 @@ version = "5.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "69cdb34c158ceb288df11e18b4bd39de994f6657d83847bdffdbd7f346754b0f"
 
+[[package]]
+name = "rand"
+version = "0.8.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "34af8d1a0e25924bc5b7c43c079c942339d8f0a8b57c39049bef581b46327404"
+dependencies = [
+ "rand_core 0.6.4",
+]
+
 [[package]]
 name = "rand"
 version = "0.9.2"
@@ -1251,7 +1329,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6db2770f06117d490610c7488547d543617b21bfa07796d7a12f6f1bd53850d1"
 dependencies = [
  "rand_chacha",
- "rand_core",
+ "rand_core 0.9.3",
 ]
 
 [[package]]
@@ -1261,9 +1339,15 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d3022b5f1df60f26e1ffddd6c66e8aa15de382ae63b3a0c1bfc0e4d3e3f325cb"
 dependencies = [
  "ppv-lite86",
- "rand_core",
+ "rand_core 0.9.3",
 ]
 
+[[package]]
+name = "rand_core"
+version = "0.6.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ec0be4795e2f6a28069bec0b5ff3e2ac9bafc99e6a9a7dc3547996c5c816922c"
+
 [[package]]
 name = "rand_core"
 version = "0.9.3"
@@ -1640,7 +1724,7 @@ dependencies = [
  "pin-project-lite",
  "postgres-protocol",
  "postgres-types",
- "rand",
+ "rand 0.9.2",
  "socket2",
  "tokio",
  "tokio-util",
@@ -1768,7 +1852,7 @@ dependencies = [
  "byteorder",
  "bytes",
  "chrono",
- "chrono-tz",
+ "chrono-tz 0.8.6",
  "deadpool-postgres",
  "futures-util",
  "mimalloc",
diff --git a/Cargo.toml b/Cargo.toml
index 5dd14d4..d86c168 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -13,7 +13,7 @@ crate-type = ["cdylib", "rlib"]
 # 1. Python Bindings for FFI
 pyo3 = { version = "0.27.1", features = ["extension-module", "chrono-tz"] }
 
-chrono-tz = "0.10"
+chrono-tz = "0.8"
 
 # 2. Configuration Parsing (YAML)
 serde = { version = "1.0", features = ["derive"] }
@@ -54,9 +54,11 @@ pyo3-arrow = "0.15.0"
 # 13. System CPU Count (NEW)
 num_cpus = "1.16"
 
-[target.'cfg(not(target_env = "msvc"))'.dependencies]
-mimalloc = { version = "0.1.39" }
+tracing-subscriber = "0.3.20"
 
 tracing = "0.1"
-tracing-subscriber = "0.3"
-tracing-tracy = "0.11"
\ No newline at end of file
+
+tracing-tracy = "0.11"
+
+[target.'cfg(not(target_env = "msvc"))'.dependencies]
+mimalloc = { version = "0.1.39" }
\ No newline at end of file
diff --git a/src/lib.rs b/src/lib.rs
index 813c2d1..516779b 100644
--- a/src/lib.rs
+++ b/src/lib.rs
@@ -23,6 +23,8 @@ use crate::config::{load_and_validate_config, ConnectorConfig};
 // NOTE: run_profiler_logic added, requires definition in parser.rs
 use crate::parser::{run_db_logic, run_profiler_logic};
 
+use tracing_subscriber::layer::SubscriberExt;
+use tracing_subscriber::util::SubscriberInitExt;
 
 // --- THE PYTHON-CALLABLE ENTRY POINT (Load Data) ---
 
@@ -90,6 +92,11 @@ fn profile_data(config_path: String) -> PyResult<String> {
 // --- PYTHON MODULE EXPORT ---
 #[pymodule]
 fn unchecked_io(_py: Python<'_>, m: &Bound<'_, PyModule>) -> PyResult<()> {
+
+    let _ = tracing_subscriber::registry()
+        .with(tracing_tracy::TracyLayer::new())
+        .try_init();
+
     m.add_function(wrap_pyfunction!(load_data_from_config, m)?)?;
     m.add_function(wrap_pyfunction!(to_pandas_dataframe, m)?)?;
     m.add_function(wrap_pyfunction!(profile_data, m)?)?; // NEW: Schema profiler