diff --git a/python/src/error.rs b/python/src/error.rs
index a86051e5d..3fd27f7be 100644
--- a/python/src/error.rs
+++ b/python/src/error.rs
@@ -310,6 +310,9 @@ fn new_py_sql_error<'py>(
     grpc_code: i32,
     metadata: &RemoteErrorMetadata,
 ) -> PyResult<Bound<'py, PyAny>> {
+    if sql_has_resource_error(metadata, grpc_code) {
+        return new_py_sql_resource_error(py, message, request_id, grpc_code, metadata);
+    }
     py.import("lancedb.remote.errors")?
         .getattr("SqlError")?
         .call1((
@@ -322,6 +325,51 @@ fn new_py_sql_error<'py>(
         ))
 }
 
+fn new_py_sql_resource_error<'py>(
+    py: Python<'py>,
+    message: &str,
+    request_id: &str,
+    grpc_code: i32,
+    metadata: &RemoteErrorMetadata,
+) -> PyResult<Bound<'py, PyAny>> {
+    let resource = metadata.resource.as_ref().unwrap();
+    py.import("lancedb.remote.errors")?
+        .getattr("HttpError")?
+        .call1((
+            message,
+            request_id,
+            grpc_code_to_http_status(grpc_code),
+            metadata.error_code.as_deref(),
+            resource.kind.as_str(),
+            resource.name.as_str(),
+            resource.namespace_path.clone(),
+            false,
+            metadata.job_id.as_deref(),
+            metadata.job_request_id.as_deref(),
+        ))
+}
+
+fn sql_has_resource_error(metadata: &RemoteErrorMetadata, grpc_code: i32) -> bool {
+    metadata.resource.is_some()
+        && matches!(
+            (metadata.error_code.as_deref(), grpc_code),
+            // These are gRPC status codes, not HTTP status codes.
+            (Some("not_found"), 5) | (Some("already_exists"), 6)
+        )
+}
+
+fn grpc_code_to_http_status(grpc_code: i32) -> Option<u16> {
+    match grpc_code {
+        3 => Some(400),
+        5 => Some(404),
+        6 => Some(409),
+        7 => Some(403),
+        9 => Some(400),
+        12 => Some(501),
+        _ => None,
+    }
+}
+
 // Preserve the typed transport classification across the Python boundary.
 // A missing status code alone also covers malformed job responses, which
 // waiting longer cannot repair.
@@ -335,3 +383,178 @@ fn is_transport_error(err: &(dyn std::error::Error + 'static)) -> bool {
     }
     err.source().is_some_and(is_transport_error)
 }
+
+#[cfg(test)]
+mod tests {
+    use std::sync::Arc;
+
+    use lancedb::error::{JobFailure, RemoteResourceIdentity};
+    use pyo3::types::PyAnyMethods;
+
+    use super::*;
+
+    #[test]
+    fn generic_job_failure_retains_the_named_resource_as_its_cause() {
+        Python::initialize();
+        let source = LanceError::Sql {
+            message: "Function 'missing' was not found".into(),
+            request_id: "current-request".into(),
+            grpc_code: 5,
+            metadata: Box::new({
+                let mut metadata = RemoteErrorMetadata::default();
+                metadata.error_code = Some("not_found".into());
+                metadata.job_id = Some("outer-job".into());
+                metadata.job_request_id = Some("worker-request".into());
+                metadata.resource = Some(RemoteResourceIdentity::new(
+                    "function",
+                    "missing",
+                    vec!["ns".into()],
+                ));
+                metadata
+            }),
+        };
+        let error = LanceError::JobFailed {
+            job_id: Some("outer-job".into()),
+            failure: Box::new(JobFailure {
+                message: Some("Function 'missing' was not found".into()),
+                traceback: None,
+                sql_job_id: Some("outer-job".into()),
+                source: Some(Arc::new(source)),
+                ..Default::default()
+            }),
+        };
+
+        let py_err = Python::attach(|_| {
+            let result: std::result::Result<(), LanceError> = Err(error);
+            result.infer_error().unwrap_err()
+        });
+        Python::attach(|py| {
+            let value = py_err.value(py);
+            let job_failed = py
+                .import("lancedb.exceptions")
+                .unwrap()
+                .getattr("JobFailedError")
+                .unwrap();
+            assert!(value.is_instance(&job_failed).unwrap(), "{py_err:?}");
+            let cause = value.getattr("__cause__").unwrap();
+            let function_not_found = py
+                .import("lancedb.remote.errors")
+                .unwrap()
+                .getattr("FunctionNotFoundError")
+                .unwrap();
+            assert!(
+                cause.is_instance(&function_not_found).unwrap(),
+                "{py_err:?}"
+            );
+            assert_eq!(
+                cause
+                    .getattr("error_code")
+                    .unwrap()
+                    .extract::<String>()
+                    .unwrap(),
+                "not_found"
+            );
+            assert_eq!(
+                cause
+                    .getattr("resource_kind")
+                    .unwrap()
+                    .extract::<String>()
+                    .unwrap(),
+                "function"
+            );
+            assert_eq!(
+                cause
+                    .getattr("resource_name")
+                    .unwrap()
+                    .extract::<String>()
+                    .unwrap(),
+                "missing"
+            );
+            assert_eq!(
+                cause
+                    .getattr("namespace_path")
+                    .unwrap()
+                    .extract::<Vec<String>>()
+                    .unwrap(),
+                ["ns"]
+            );
+            assert_eq!(
+                cause
+                    .getattr("status_code")
+                    .unwrap()
+                    .extract::<u16>()
+                    .unwrap(),
+                404
+            );
+            assert_eq!(
+                cause
+                    .getattr("request_id")
+                    .unwrap()
+                    .extract::<String>()
+                    .unwrap(),
+                "current-request"
+            );
+            assert_eq!(
+                cause
+                    .getattr("job_id")
+                    .unwrap()
+                    .extract::<String>()
+                    .unwrap(),
+                "outer-job"
+            );
+            assert_eq!(
+                cause
+                    .getattr("job_request_id")
+                    .unwrap()
+                    .extract::<String>()
+                    .unwrap(),
+                "worker-request"
+            );
+        });
+    }
+
+    #[test]
+    fn direct_catalog_lookup_is_raised_as_the_named_resource_error() {
+        Python::initialize();
+        for (kind, name, namespace_path, exception) in [
+            (
+                "function",
+                "missing",
+                vec!["ns".into()],
+                "FunctionNotFoundError",
+            ),
+            ("namespace", "ns", Vec::new(), "NamespaceNotFoundError"),
+        ] {
+            let mut metadata = RemoteErrorMetadata::default();
+            metadata.error_code = Some("not_found".into());
+            metadata.resource = Some(RemoteResourceIdentity::new(kind, name, namespace_path));
+            let error = LanceError::Sql {
+                message: format!("{kind} '{name}' was not found"),
+                request_id: "current-request".into(),
+                grpc_code: 5,
+                metadata: Box::new(metadata),
+            };
+            let py_err = Python::attach(|_| {
+                let result: std::result::Result<(), LanceError> = Err(error);
+                result.infer_error().unwrap_err()
+            });
+            Python::attach(|py| {
+                let value = py_err.value(py);
+                let class = py
+                    .import("lancedb.remote.errors")
+                    .unwrap()
+                    .getattr(exception)
+                    .unwrap();
+                assert!(value.is_instance(&class).unwrap(), "{py_err:?}");
+                assert_eq!(
+                    value
+                        .getattr("resource_name")
+                        .unwrap()
+                        .extract::<String>()
+                        .unwrap(),
+                    name
+                );
+            });
+        }
+    }
+}
diff --git a/rust/lancedb/src/error.rs b/rust/lancedb/src/error.rs
index 9c79fcf95..cc5bd1f4e 100644
--- a/rust/lancedb/src/error.rs
+++ b/rust/lancedb/src/error.rs
@@ -27,6 +27,35 @@ pub struct HttpErrorDetails {
     pub namespace_path: Vec<String>,
 }
 
+/// Stable resource identity reported with a remote Flight SQL failure.
+#[cfg(feature = "remote")]
+#[derive(Debug, Clone, PartialEq, Eq)]
+#[non_exhaustive]
+pub struct RemoteResourceIdentity {
+    /// The kind of resource named by the error.
+    pub kind: String,
+    /// The leaf name of the resource.
+    pub name: String,
+    /// The parent namespace path of the resource.
+    pub namespace_path: Vec<String>,
+}
+
+#[cfg(feature = "remote")]
+impl RemoteResourceIdentity {
+    /// Construct a resource identity as reported by a remote service.
+    pub fn new(
+        kind: impl Into<String>,
+        name: impl Into<String>,
+        namespace_path: Vec<String>,
+    ) -> Self {
+        Self {
+            kind: kind.into(),
+            name: name.into(),
+            namespace_path,
+        }
+    }
+}
+
 /// Correlation and classification metadata reported by a remote server.
 ///
 /// Fields are absent when the server did not supply them. Diagnostic text is
@@ -41,6 +70,8 @@ pub struct RemoteErrorMetadata {
     pub job_id: Option<String>,
     /// Request executed by the isolated SQL worker.
     pub job_request_id: Option<String>,
+    /// Structured resource identity supplied by the server, when available.
+    pub resource: Option<RemoteResourceIdentity>,
 }
 
 #[cfg(feature = "remote")]
@@ -56,10 +87,37 @@ impl RemoteErrorMetadata {
             error_code: header("x-lancedb-error-code"),
             job_id: header("x-lancedb-sql-job-id"),
             job_request_id: header("x-job-request-id"),
+            resource: header("x-lancedb-resource")
+                .as_deref()
+                .and_then(parse_flight_resource_identity),
         }
     }
 }
 
+#[cfg(feature = "remote")]
+#[derive(Deserialize)]
+struct FlightResourceIdentity {
+    kind: String,
+    name: String,
+    namespace_path: Vec<String>,
+}
+
+/// Decode the ASCII-safe structured resource metadata used by Flight SQL.
+#[cfg(feature = "remote")]
+pub(crate) fn parse_flight_resource_identity(value: &str) -> Option<RemoteResourceIdentity> {
+    use base64::Engine as _;
+
+    let bytes = base64::engine::general_purpose::URL_SAFE_NO_PAD
+        .decode(value)
+        .ok()?;
+    let identity = serde_json::from_slice::<FlightResourceIdentity>(&bytes).ok()?;
+    Some(RemoteResourceIdentity {
+        kind: identity.kind,
+        name: identity.name,
+        namespace_path: identity.namespace_path,
+    })
+}
+
 #[cfg(feature = "remote")]
 #[derive(Debug)]
 pub(crate) struct HttpErrorSource {
diff --git a/rust/lancedb/src/remote/db.rs b/rust/lancedb/src/remote/db.rs
index b9a3f8ae1..9af99dced 100644
--- a/rust/lancedb/src/remote/db.rs
+++ b/rust/lancedb/src/remote/db.rs
@@ -52,6 +52,34 @@ use super::util::parse_server_version;
 use super::{ARROW_STREAM_CONTENT_TYPE, extract_job_id};
 use futures::TryStreamExt;
 
+#[cfg(feature = "remote")]
+fn direct_catalog_resource_error(error: Error) -> Error {
+    let Error::JobFailed { failure, .. } = &error else {
+        return error;
+    };
+    let Some(Error::Sql {
+        message,
+        request_id,
+        grpc_code,
+        metadata,
+    }) = failure.source.as_deref()
+    else {
+        return error;
+    };
+    let named_catalog_resource = metadata.resource.as_ref().is_some_and(|resource| {
+        matches!(resource.kind.as_str(), "function" | "namespace" | "secret")
+    });
+    if !named_catalog_resource {
+        return error;
+    }
+    Error::Sql {
+        message: message.clone(),
+        request_id: request_id.clone(),
+        grpc_code: *grpc_code,
+        metadata: metadata.clone(),
+    }
+}
+
 // Request structure for the remote clone table API
 #[derive(serde::Serialize)]
 struct RemoteCloneTableRequest {
@@ -861,6 +889,7 @@ impl<S: HttpSend> Database for RemoteDatabase<S> {
         self.sql_client()?
             .describe_function(name, version, namespace_path)
             .await
+            .map_err(direct_catalog_resource_error)
     }
 
     async fn list_functions(
@@ -991,6 +1020,7 @@ impl<S: HttpSend> Database for RemoteDatabase<S> {
         self.sql_client()?
             .write_secret(name, value, namespace_path, true)
             .await
+            .map_err(direct_catalog_resource_error)
     }
     async fn alter_secret(&self, name: &str, value: &str, namespace_path: &[String]) -> Result<()> {
         crate::utils::validate_secret_name(name)?;
@@ -998,6 +1028,7 @@ impl<S: HttpSend> Database for RemoteDatabase<S> {
         self.sql_client()?
             .write_secret(name, value, namespace_path, false)
             .await
+            .map_err(direct_catalog_resource_error)
     }
     async fn list_secrets(
         &self,
@@ -1008,11 +1039,15 @@ impl<S: HttpSend> Database for RemoteDatabase<S> {
         self.sql_client()?
             .list_secrets(namespace_path, options)
             .await
+            .map_err(direct_catalog_resource_error)
     }
     async fn drop_secret(&self, name: &str, namespace_path: &[String]) -> Result<()> {
         crate::utils::validate_secret_name(name)?;
         validate_namespace(namespace_path)?;
-        self.sql_client()?.drop_secret(name, namespace_path).await
+        self.sql_client()?
+            .drop_secret(name, namespace_path)
+            .await
+            .map_err(direct_catalog_resource_error)
     }
     async fn describe_secret(&self, name: &str, namespace_path: &[String]) -> Result<SecretInfo> {
         crate::utils::validate_secret_name(name)?;
@@ -1020,6 +1055,7 @@ impl<S: HttpSend> Database for RemoteDatabase<S> {
         self.sql_client()?
             .describe_secret(name, namespace_path)
             .await
+            .map_err(direct_catalog_resource_error)
     }
 
     async fn create_view(
@@ -1910,6 +1946,7 @@ mod tests {
 
     use crate::connection::ConnectBuilder;
     use crate::database::Database;
+    use crate::error::{JobFailure, RemoteErrorMetadata, RemoteResourceIdentity};
     use crate::graph::{EdgeTable, Endpoint, NodeTable, PropertyGraphDefinition};
     use crate::materialized_view::CreateMaterializedViewRequest;
     use crate::{
@@ -1919,6 +1956,53 @@ mod tests {
         remote::{ARROW_STREAM_CONTENT_TYPE, ClientConfig, HeaderProvider, JSON_CONTENT_TYPE},
     };
 
+    #[test]
+    fn catalog_helpers_unwrap_only_a_named_resource_job_failure() {
+        let job_failed = |source: Error| Error::JobFailed {
+            job_id: Some("job-1".into()),
+            failure: Box::new(JobFailure {
+                sql_job_id: Some("job-1".into()),
+                source: Some(Arc::new(source)),
+                ..Default::default()
+            }),
+        };
+
+        for (kind, name) in [
+            ("function", "missing"),
+            ("namespace", "missing_ns"),
+            ("secret", "missing_secret"),
+        ] {
+            let resource = RemoteResourceIdentity::new(kind, name, vec!["ns".into()]);
+            let sql = Error::Sql {
+                message: format!("{kind} '{name}' was not found"),
+                request_id: "worker-request".into(),
+                grpc_code: 5,
+                metadata: Box::new(RemoteErrorMetadata {
+                    error_code: Some("not_found".into()),
+                    job_id: Some("job-1".into()),
+                    resource: Some(resource.clone()),
+                    ..Default::default()
+                }),
+            };
+            let Error::Sql { metadata, .. } = super::direct_catalog_resource_error(job_failed(sql))
+            else {
+                panic!("catalog helper must surface the {kind} resource failure");
+            };
+            assert_eq!(metadata.resource, Some(resource));
+        }
+
+        let generic = Error::Sql {
+            message: "query failed".into(),
+            request_id: "worker-request".into(),
+            grpc_code: 3,
+            metadata: Box::new(RemoteErrorMetadata::default()),
+        };
+        assert!(matches!(
+            super::direct_catalog_resource_error(job_failed(generic)),
+            Error::JobFailed { .. }
+        ));
+    }
+
     #[tokio::test]
     async fn test_catalog_namespace_identifier_validates_all_namespace_components() {
         let mut db = super::RemoteDatabase::new_mock(|_| -> http::Response<String> {
diff --git a/rust/lancedb/src/remote/sql.rs b/rust/lancedb/src/remote/sql.rs
index 83dedcb6d..724c813b3 100644
--- a/rust/lancedb/src/remote/sql.rs
+++ b/rust/lancedb/src/remote/sql.rs
@@ -1655,6 +1655,9 @@ pub(super) fn sql_status_error(request_id: &str, status: &tonic::Status) -> Erro
         error_code: header("x-lancedb-error-code"),
         job_id: header(SQL_JOB_ID_METADATA_KEY),
         job_request_id: header("x-job-request-id"),
+        resource: header("x-lancedb-resource")
+            .as_deref()
+            .and_then(crate::error::parse_flight_resource_identity),
     };
     let sql_job_id = metadata.job_id.clone();
     let error = Error::Sql {
diff --git a/rust/lancedb/src/remote/sql_test.rs b/rust/lancedb/src/remote/sql_test.rs
index cbca4e9f6..37125c1fd 100644
--- a/rust/lancedb/src/remote/sql_test.rs
+++ b/rust/lancedb/src/remote/sql_test.rs
@@ -3545,3 +3545,31 @@ fn sql_status_keeps_input_category_and_request_ids() {
     let error = super::sql_status_error("request", &tonic::Status::not_found("column_not_found"));
     assert!(error.remote_error_metadata().unwrap().error_code.is_none());
 }
+
+#[test]
+fn sql_status_reports_structured_resource_identity() {
+    let mut status = tonic::Status::not_found("Function 'missing' was not found");
+    status
+        .metadata_mut()
+        .insert("x-lancedb-error-code", "not_found".parse().unwrap());
+    status.metadata_mut().insert(
+        "x-lancedb-resource",
+        "eyJraW5kIjoiZnVuY3Rpb24iLCJuYW1lIjoibWlzc2luZyIsIm5hbWVzcGFjZV9wYXRoIjpbIm5zIl19"
+            .parse()
+            .unwrap(),
+    );
+    status
+        .metadata_mut()
+        .insert("x-lancedb-sql-job-id", "sql-job-1".parse().unwrap());
+
+    let error = super::sql_status_error("current-request", &status);
+    let resource = error
+        .remote_error_metadata()
+        .unwrap()
+        .resource
+        .as_ref()
+        .unwrap();
+    assert_eq!(resource.kind, "function");
+    assert_eq!(resource.name, "missing");
+    assert_eq!(resource.namespace_path, ["ns"]);
+}