Labour's stance has even earned Ardern unfavourable and unfair comparisons to Donald Trump.
In reality though, Labour has not been quick to act on any new immigration policy other than to tighten up on rules for student visas.
That's because it has become clear that going cold turkey on net migration gains would stall an already slowing economy. Ironically, it would slow the building of new housing and infrastructure needed to meet the growing population.
One suspects the lack of action is also because an anti-immigrant stance has never sat well with Ardern and the more progressive end of the Labour party - the team currently running things.
However, the coalition agreement with New Zealand First (which ran with anti-immigration rhetoric and suggested more radical cuts to a net gain of 10,000) has kept some pressure on.
For the business community and many economists, the absence of further policy calls on immigration has been seen as the elephant in the room - the cause of great uncertainty.
A major decision in one direction or another could have a dramatic bearing on forecasts and business confidence.
But the gentle downward trend of the past nine months could provide a sweet spot for Labour.
Most economists expect the net migration number to keep falling slowly.
ASB expects the net gain will be down to around 50,000 in 2019.
That's within Labour's pre-election target without requiring any fresh moves.
Economists with slightly gloomier outlooks - like Wellington-based Infometrics - see net migration falling as low a 17,000 by 2021.
More significant than any current policy changes is that as the global economy - particularly Australia - picks up relative to New Zealand, the historic trend is for more New Zealanders to leave and fewer migrants to arrive.
According to Stats NZ, last month actually saw more migrant arrivals while the net figure fell because more people left.
Across the year and even on a three month averaged basis, permanent long-term arrivals are falling.
History suggests that migration trends can shift quickly - probably faster than even New Zealand First would like.
New Zealand in the past 50 years has had numerous periods of net migration losses - almost always coinciding with tough economic times.
That's one of the reasons that National under John Key trumpeted gains as a success story.
It is worth noting, even if we see net migration falling by 30,000 this electoral cycle, we'll still be dealing with historically unprecedented numbers of migrants.
Current gains are nearly three times higher on a per capita basis than that of pre-Brexit UK.
In absolute terms, they are larger than the waves of colonisation New Zealand saw in the last 19th and early 20th century.
The social pressures and changes that this decade of growth have created can't be ignored.
But radical policy responses are risky because a sudden cut in migration could leave us with a stalled economy and no less pressure on current infrastructure and housing.
Managing the curve requires subtle and nuanced policy tweaks, shifts in the kind of skills required - more builders, more construction workers.
These aren't the kind of policy shifts that grab headlines in an election year.
However, they are the kind of sensible, balanced calls that this current softening cycle should allow the Government to make - without fulfilling businesses worst fears and road blocking economic growth.