Texmaco Rail & Engineering soared 10.61 per cent, Titagarh Wagons climbed 10 per cent and Cimmco surged 9.94 per cent on the BSE.
Among others, Kalindee Rail Nirman jumped 3.70 per cent, Stone India Ltd 3.51 per cent, Container Corporation of India 2.21 per cent, Simplex Castings 1.94 per cent and BEML 1.55 per cent.
These stocks had fallen up to 7 per cent yesterday.
".... A pragmatic and a transformational railway budget which laid down a vision for modernization/up gradation of overall rail infrastructure and enhancement of customer experience, which was beyond the announcement of new trains," said Devang Mehta, Sr VP & Head - Equity Advisory, Anand Rathi Financial Services.
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The Railway Budget yesterday hiked freight rates on cement, coal, foodgrain and pulses, urea, kerosene and LPG by up to 10 per cent to mop up an additional Rs 4,000 crore a year but spared passengers from any raise in fares while ruling out privatisation.
"We believe that the large increase of 52 per cent in plan allocations should result in increased order flows for companies in the rail infrastructure space ranging from rails, signaling, wagons and rolling stock among others. The 52 per cent higher plan allocation has been the key takeaway of the Rail budget," said R Sreesankar Head - Insitutional Equities Prabhudas Lilladher.