The answer is largely going to hinge on just how "flexible" you are with your definition of "industrialization." You're going to have to be pretty flexible, because in most of the ways that most people define it, the answer's a pretty solid "no." But hey, let's go over the pros and cons and see where we wind up:
This tremendous growth came about, in significant part, because of a rather revolutionary reform to the taxation policies of the realm. Prior to the accession of the founding imperial brothers, Taizu and Taizong, dynastic taxation policy had been based solely around head and land taxes. That is to say, you'd pay annually for the number of people in your household, and the amount of land that you owned. The philosophy behind this is complicated, but we can boil it down to it being a fundamentally different economic philosophy that anything we're used to, namely: that growth was neither the goal, nor even particularly desirable; instead stability is what should be sought in the realm's economic planning. Of course, this tends to hit a brick wall when something unexpected (like a foreign invasion, natural disaster, or massive internal rebellion) crops up. Taxes tended to therefore be raise on the peasantry... and again... and again... until it was too much - ipso facto, there's you cause for rebellion.
So, that shifts under the Song policy to a policy of "hey maybe let's not tax the pants off of the peasant farmers, and instead try something craazy." That "crazy" idea is to tax trade - both internal & with foreign entities. And there's a lot of pushback on this, since it generates crazy profit, which both makes the economy unstable and also makes the Confucians in the government feel all icky because they've got a real problem with commerce in general... but on the other hand, hey, profit is profit. It works like gangbusters.
This massive economy led to rich trading ties with a large number of its neighbors - including Japan, Korea, and the Indian Ocean marketplace. But the most significant economic ties across the totality of the Song Dynasty would be those not of its own making. Rather, they would be it its competitor and rival states to the north - first the Liao Dynasty of the Khitan People, then the Jin of the Jurchen & the Tangut of Western Xia, and finally (& fatefully) the rising might of the Mongol Khans. Across the vast majority of its lifespan, the Song Dynasty's emperors - both Northern and Southern - were devoting an absolutely tremendous percentage of its yearly GDP toward paying "tribute costs" for those northern powers to cease attacking it (it would then proceed time and again to shoot itself in its own foot on that front, but that's another tale).
Evidence of the efficacy of this economic shift play out in the straight monetary numbers. In 964 CE, for instance, export revenues were recorded as totaling 500,000 strings of cash-coins. Just a little more than 2 centuries later, in 1189, records show those export revenues at an incredible 65 million strings of cash.
This urbanization combined with a policy of much freer movement among the populace led to another new need: a place to stay when on the move. Hence we see the effective "invention" of the concept of the motel as a stable business in this time period, as well.
Though paper was a much older invention (with industrial-scale production beginning ~ a millennium earlier in the mid-Han Dynasty), by the Song it had become such a staple, and so cheap to produce that it was used for things far beyond books, such as:
Gunpowder likewise far precedes the Song, though it is during this period that it is effectively weaponized into things like grenades, flashbombs, and gas bombs, rocket arrows, flamethrowers, and even primitive forms of "torpedos" (Not to mention the much more fun application as fireworks).
In terms of iron & steel production, Song output was - no huge surprise here - by far the largest in the world at the time. Estimates based off of tax receipts suggest that it may have been producing as much as 125,000 tons (127M kg) of iron per year by 1058 - a figure that would be surpassed by Great Britain only in the 1840s.
u/cthulhushrugged did an excellent job of covering the different economic and technological factors that answer your question, but I do want to push back a bit on their emphasis of the role of Wang Anshi and central government policy in the Song commercial revolution. Song China's economic expansion started before the New Policies and continued long after they had been repealed, with population growth (a proxy for economic growth) continuing well into the period of Jin-Song division. I describe some of the reasons behind this in this older post.
Otherwise, I agree with u/cthulhushrugged's characterization of Song China. It was very developed commercially, and may have been pushing against the upper limit of what could be achieved without exploiting new power sources like coal or oil, but it was still fundamentally an agrarian society.