diff --git a/README.md b/README.md
index 35f7fc4..44154e2 100644
--- a/README.md
+++ b/README.md
@@ -100,11 +100,6 @@ password = "foreign_password.txt"
 
 [authorities]
 required_signatures = 2
-
-[transactions]
-deposit_relay = { gas = 3000000 }
-withdraw_relay = { gas = 3000000 }
-withdraw_confirm = { gas = 3000000 }
 ```
 
 #### Options
@@ -133,9 +128,9 @@ withdraw_confirm = { gas = 3000000 }
 
 #### transaction options
 
-- `transaction.deposit_relay.gas` - specify how much gas should be consumed by deposit relay
-- `transaction.withdraw_confirm.gas` - specify how much gas should be consumed by withdraw confirm
-- `transaction.withdraw_relay.gas` - specify how much gas should be consumed by withdraw relay
+- `transaction.deposit_relay.gas` - specify how much gas should be consumed by deposit relay (optional, default: computed with `eth.estimateGas`)
+- `transaction.withdraw_confirm.gas` - specify how much gas should be consumed by withdraw confirm (optional, default: computed with `eth.estimateGas`)
+- `transaction.withdraw_relay.gas` - specify how much gas should be consumed by withdraw relay (optional, default: computed with `eth.estimateGas`)
 
 ### Database file format
 
diff --git a/bridge/src/api.rs b/bridge/src/api.rs
index cf31055..4035d09 100644
--- a/bridge/src/api.rs
+++ b/bridge/src/api.rs
@@ -142,6 +142,24 @@ pub fn call<T: Transport>(transport: T, address: Address, payload: Bytes) -> Api
 	}
 }
 
+/// Imperative wrapper for web3 function.
+pub fn estimate_gas<T: Transport>(transport: T, sender: Option<Address>, address: Address, payload: Bytes) -> ApiCall<U256, T::Out> {
+	let future = api::Eth::new(transport).estimate_gas(CallRequest {
+		from: sender,
+		to: address,
+		gas: None,
+		gas_price: None,
+		value: None,
+		data: Some(payload),
+	}, None);
+
+	ApiCall {
+		future,
+		message: "eth_estimateGas",
+	}
+}
+
+
 /// Returns a eth_sign-compatible hash of data to sign.
 /// The data is prepended with special message to prevent
 /// chosen-plaintext attacks.
diff --git a/bridge/src/bridge/nonce.rs b/bridge/src/bridge/nonce.rs
index e9007db..27f2661 100644
--- a/bridge/src/bridge/nonce.rs
+++ b/bridge/src/bridge/nonce.rs
@@ -2,7 +2,7 @@ use futures::{Future, Async, Poll, future::{MapErr}};
 use tokio_timer::Timeout;
 use web3::{self, Transport};
 use web3::types::{U256, H256, Bytes};
-use ethcore_transaction::Transaction;
+use ethcore_transaction::{Transaction, Action};
 use api::{self, ApiCall};
 use error::{Error, ErrorKind};
 use config::Node;
@@ -23,6 +23,12 @@ enum NonceCheckState<T: Transport, S: TransactionSender> {
 	},
 	/// Nonce available
 	Nonce(U256),
+	/// Request gas estimation
+	GasEstimateRequest {
+		future: Timeout<ApiCall<U256, T::Out>>,
+	},
+	/// Send transaction
+	SendTransaction,
 	/// Transaction is in progress
 	TransactionRequest {
 		future: Timeout<S::Future>,
@@ -90,6 +96,35 @@ impl<T: Transport, S: TransactionSender> Future for NonceCheck<T, S> {
 				},
 				NonceCheckState::Nonce(mut nonce) => {
 					self.transaction.nonce = nonce;
+					match self.transaction.action {
+						Action::Call(address) if self.transaction.gas.is_zero() => {
+							NonceCheckState::GasEstimateRequest {
+								future: self.app.timer.timeout(api::estimate_gas(&self.transport, Some(self.node.account), address, Bytes(self.transaction.data.clone())), self.node.request_timeout)
+							}
+						},
+						_ => NonceCheckState::SendTransaction,
+					}
+				},
+				NonceCheckState::GasEstimateRequest { ref mut future } => {
+					match future.poll() {
+						Ok(Async::Ready(gas)) => {
+							self.transaction.gas = gas;
+							NonceCheckState::SendTransaction
+						},
+						Ok(Async::NotReady) => return Ok(Async::NotReady),
+						Err(e) => {
+							match e {
+								Error(ErrorKind::Web3(web3::error::Error(web3::error::ErrorKind::Rpc(err), _)), _) => {
+										let hash = self.transaction.hash(Some(self.chain_id));
+										info!("{} fails to pass eth.estimateGas on {}, skipping (error: {:?})", hash, self.node.rpc_host, err);
+										return Ok(Async::Ready(self.sender.ignore(hash)))
+								},
+								e => return Err(From::from(e)),
+							}
+						},
+					}
+				},
+				NonceCheckState::SendTransaction => {
 					match prepare_raw_transaction(self.transaction.clone(), &self.app, &self.node, self.chain_id) {
 						Ok(tx) => NonceCheckState::TransactionRequest {
 							future: self.app.timer.timeout(self.sender.send(tx), self.node.request_timeout)
diff --git a/examples/config.toml b/examples/config.toml
index f6f3cef..17dc7f6 100644
--- a/examples/config.toml
+++ b/examples/config.toml
@@ -19,8 +19,3 @@ default_gas_price = 5_000_000_000 # 5 GWEI
 
 [authorities]
 required_signatures = 1
-
-[transactions]
-home_deploy = { gas = 1000000 }
-foreign_deploy = { gas = 3000000 }
-deposit_relay = { gas = 100000 }
diff --git a/integration-tests/bridge_config.toml b/integration-tests/bridge_config.toml
index 96a9707..83279e0 100644
--- a/integration-tests/bridge_config.toml
+++ b/integration-tests/bridge_config.toml
@@ -33,6 +33,6 @@ required_signatures = 1
 [transactions]
 home_deploy = { gas = 3000000 }
 foreign_deploy = { gas = 3000000 }
-deposit_relay = { gas = 3000000 }
-withdraw_relay = { gas = 3000000 }
-withdraw_confirm = { gas = 3000000 }
+#deposit_relay = { gas = 3000000 }
+#withdraw_relay = { gas = 3000000 }
+#withdraw_confirm = { gas = 3000000 }